{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import cartopy.crs as ccrs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot region of interest for OVERCAST project"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_bbox(ax,bbox,linecolor='b',txt_label=None,npt=100,lw=2):\n",
    "    '''\n",
    "    Function to plot bounding box on the map\n",
    "    \n",
    "    Parameters:\n",
    "    ax:        axes handle of the plot\n",
    "    bbox:      bounding box of domain of interest, in the format of \n",
    "               [lon0, lat0, lon1, lat1], where (lon0,lat0) and (lon1,lat1)\n",
    "               are the coordinate of the lower left and upper right corners\n",
    "    linecolor: the line color for the bounding box, blue by default\n",
    "    npt:       the number of points to use for box boundaries. \n",
    "    '''\n",
    "    pcproj = ccrs.PlateCarree()\n",
    "    xline = np.linspace(bbox[0],bbox[2],npt+1)\n",
    "    yline = np.ones(npt+1)*bbox[1]\n",
    "    ax.plot(xline,yline,'-',lw=lw,color=linecolor,transform=pcproj)\n",
    "\n",
    "    xline = np.linspace(bbox[0],bbox[2],npt+1)\n",
    "    yline = np.ones(npt+1)*bbox[3]\n",
    "    ax.plot(xline,yline,'-',lw=lw,color=linecolor,transform=pcproj)\n",
    "\n",
    "    xline = np.ones(npt+1)*bbox[0]\n",
    "    yline = np.linspace(bbox[1],bbox[3],npt+1)\n",
    "    ax.plot(xline,yline,'-',lw=lw,color=linecolor,transform=pcproj)\n",
    "\n",
    "    xline = np.ones(npt+1)*bbox[2]\n",
    "    yline = np.linspace(bbox[1],bbox[3],npt+1)\n",
    "    ax.plot(xline,yline,'-',lw=lw,color=linecolor,transform=pcproj)\n",
    "    \n",
    "    if txt_label is not None:\n",
    "        xm = (bbox[0]+bbox[2])/2.+2.\n",
    "        ym = (bbox[1]+bbox[3])/2.+2.\n",
    "        ax.text(xm,ym,txt_label,fontsize=18,transform=pcproj)\n",
    "    return\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "##    bbox:      bounding box of domain of interest, in the format of \n",
    "##               [lon0, lat0, lon1, lat1], where (lon0,lat0) and (lon1,lat1)\n",
    "##               are the coordinate of the lower left and upper right corners\n",
    "bbox_laptev   = [110,73,140,80]\n",
    "bbox_beaufort = [-140,68,-120,80]\n",
    "#bbox_saildrone = [-170,70,-150,75]\n",
    "bbox_saildrone = [-170,64,-150,77]\n",
    "\n",
    "\n",
    "plt.figure(figsize=(8,8), dpi= 90)\n",
    "ax = plt.axes(projection=ccrs.NorthPolarStereo(central_longitude=0)) \n",
    "ax.coastlines(resolution='50m', color='black', linewidth=1)\n",
    "ax.set_extent([-180, 180, 60, 90], ccrs.PlateCarree())\n",
    "ax.gridlines(draw_labels=True)\n",
    "\n",
    "plot_bbox(ax,bbox_laptev,linecolor='b',txt_label='L')\n",
    "plot_bbox(ax,bbox_beaufort,linecolor='r',txt_label='B')\n",
    "plot_bbox(ax,bbox_saildrone,linecolor='g',txt_label='S')\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Or, just run the script"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QxsaGACTvI/l8REWhUNDZ2bnYbW7evJnDhg3jvn37uH//fh48eJDXr19nUFAQk5KSePLkSQKgkZHRS79Xc+bMoZ2d3SunQhSFv/76i3K5nI6OjiVqR1D6JCYmsmfPntTT05Pun8uWLWN2dja//fZbaVv9+vUZFRUlTReyt7enlpYWAbzyHlfRePToUbFFpBCQlbAUVUDmiceiPIQFlZ+VK1fm8zTmzcvavn07AVBPT496enrScKxKpeKkSZMok8m4cuXKYp1r3bp1NDc3Z2xsLBs1asRBgwZRpVIxKiqKjRo1kmy4c+fOG/UlICCAAPjkyZNC96tUKh4/fpwtWrQgAGpqanLq1Kkkn3tcQ0JCeO3aNTo7O/P06dOcMWMGFy1alO/mmJ2dTQsLC8nW2bNnv5GtlZWKLCCPHTtGW1tbGhgYcOnSpbx161aBOhMnTqSRkRH9/PyK1GZWVhanT59OTU1N7t+/n3/++Se1tbV57949BgcH09fXl25ubtyzZw9//vlntm/fni4uLgwMDOSkSZOkuav379+nrq5uiaYheHp68sMPPyQA/vjjj2/cjqBsiIuLo42NDW1sbGhqakoHBwcmJSXlqxMcHEwfHx/pnuLg4MARI0aQ/P+hbhcXl3K3vSQ8fPiQZ86cYUZGRpHqCwFZCUtRBGRcXBxdXFwKnaMmqHpkZWVRoVBw8eLF0oKUjIwMnjlzRnob/q+X7fHjx5JXsjjExsYSAOfPn89u3bqxadOmTExMZGpqKj/66CPpXH369HnjxQW5ubm0sLDgzJkzC+yLj49nz549qampya+++op+fn7ctm0bhw4dykOHDvHkyZP09vZmcHCwdHP/7bffaGlpKbWhUqm4ePFiabi/qDfMqkRFE5BKpZIHDhzgoEGDqKGhwZkzZ75y5CQ3N5dDhw4lAPbt25effPIJ9+7dKy2eyZv3vWLFCk6dOpV16tShkZERz549S6VSyUaNGnHOnDlUKpW8fPkyV69eTSsrK1paWtLNzY2//vorDxw4wIULF/KDDz7g1atXOWfOHOrr63PAgAFv5H188uQJe/XqRQAcNGgQr1+/XpJLJigjfv75Z1pZWTEhIYEymYzu7u6vPWb9+vXSPSYpKYmrVq1648Up6uTBgwc8c+ZMkabyCAFZCcvrBGR8fDxdXFwYGRn5ynqCqkNcXBwBUKFQcMSIEdIw3IgRIyRB16tXL2nOWFRUFHV0dNi6detii7ynT5/mW+mdN+k/T5Dmldu3b5eoT25ubpTL5dyzZ4+0LSkpiXZ2dmzVqhV9fX158+ZNnjp1iqdPn+bvv//O9u3bs1mzZnzw4EG+tnx8fKThJRsbG9asWZMKhaLUV3pXJiqSgHz8+DGbN29OHR0dtmvXjl5eXkU6Ljk5mStXruTXX3/N0aNHS8ONCoVC8kx36NCBAwYM4Jo1ayQvopubGwHwm2++obW1NWUyGRs1asRFixbR09OT5HNvTN5xy5Yt4+7du7l582YeOHCAUVFRRRaQaWlpdHJy4sqVK2lkZMTu3bvT39//zS6UoFwYNWoUx40bJ91Xb968+dpjPDw8KJPJ8s0vr6zcv3+fHh4erxWRQkBWwvIqAZmQkEBXV1fJCyV4e7hw4YI0dGJiYpJPzDVq1Ihr166V6qanpxMA+/fv/0bnMjMzIwBeu3Yt33alUsknT54wPDy8RH3JY8OGDdTQ0KC7uzvv37/PyZMn84cffuA///zDy5cv89GjR0xOTpaG5SMjI9m3b1/q6+tz4MCBdHJykkTzjh07OGfOHM6cOZNz587l/fv3S8XGykpFEZBOTk7U0tJir169irWQqzDi4uLo5eVFNzc33rp166UvR/379ycAGhoa8scff2RYWNgr283KyqKzszMDAgJ47949njt3js7Ozrx27RpDQkIKFQ0qlYrHjh1jvXr1aGBgwObNm3PFihUiPE8lwNTUlDKZjL179yaA134/SPLvv/8mAKamppaDhWWLSqXivXv3ePbs2VcK4qomIN/qQOJJSUnw8vJCixYtYG5urgbLBOomNTUVEyZMQM2aNWFtbY25c+fC0tISISEhGD58OA4ePAjgeZBmTU1NjB07Frt37y72efKCGKtUqjILaEwS8fHxcHJygkKhgJmZGc6fP49Ro0ahTZs2L83skJOTg1WrViEwMBB79uzBhAkTMGXKFLRo0aJM7KysVIRA4vv27cOCBQtQu3ZteHt7l1vw9Tt37uD8+fMYOnToSwPdv46MjAxERUUhKioKsbGxMDAwgJmZGczNzSGXyzF+/HgcPnwYM2bMwJIlS2BgYFDKvRCUFQ0aNEB8fDySkpIAPE9N+rrvZnJyMurUqYNt27Zh1KhR5WFmmUIS9+/fR3R0NDp37lxoxpqqFkj8rU1lmJycDC8vLzRv3lyIx7cYfX19ODk5IS0tDfr6+hgzZgx27twJc3NzvP/++1K93Nxc6Ojo5Nv2JpSFeExNTUVoaCjCwsKgUCjw3nvvYc6cObh//z6CgoLQtm1bdOjQ4aXHa2pqYvHixZJ9jo6OcHR0RGpq6mtT6wnKh8jISHTv3h0PHz7EyJEjsWjRonLN3GNvbw97e/sStaGrqwtra2tYW1tDqVQiLi4O4eHh8PDwQHh4ODQ1NeHt7Y22bduWktWC8sLPzw+6urrIzMyEnp5ekb6bBgYGGDZsGA4fPlwlBKRMJoOdnR1IwtPTE126dKkQ6RjLkoqdO6yMSE5OhqenJ5o1aybSEwqQlpaGd955B8DznMQjR45EcnJyvlRampqa0NHReWMBePnyZRw7dqxU7AWepwILCgrCxYsXcfnyZeTm5qJdu3bo0aMHmjRpgpUrV0regHHjxuHp06cvbev69es4dOgQAGDHjh1o06YNhgwZIsRjBeG3335D06ZN8fDhQ/Tt2xf79++HnZ2dus0qEQqFAjExMRg0aBBGjx6NkJAQTJo0CVFRUbh69SrCw8OhVCrVbaagiBgYGEBTUxPVq1fPlxr2ddSrVw9xcXFlaFn5IpPJ0KRJExgbG8PT0xM5OTnqNqlMees8kCkpKfDy8oK9vT3q1q2rbnMEaiY3NxcdOnTA3bt30bt3b7z33nsYM2YMRowYgVq1akn1tm7ditTUVLz33ntvdJ4uXbqU2FalUomoqCiEhoYiNjYWZmZmaNSoEWrVqlXgjb9Fixb4+++/0aVLF7Rs2RLW1tb59l+6dAl79+7FihUr0K5dOwDPh2BCQ0Nx48YNbN68ucT2CkrOzz//jHnz5uHdd9+Fh4cH1q5dq26TSoWwsDD07t0b7du3x65du1CjRg0Az6dTREREIDg4GP7+/qhTpw4sLS1Rs2ZNkcu6CmJoaIjExER1m1GqyGQy2Nvb4/bt2/Dy8kKnTp2qrCfyrRKQKSkp8PT0RJMmTWBhYaFucwQVgPDwcNy9excAcPr0aURERABAvmkN6enpmDNnDtatWwczM7NytS9vXmNoaCiePXuGGjVqwMLCAq1bt37tTSkzMxMA0KtXr3zb09PTMXjwYMTFxcHR0RHA85veRx99hJo1awIA4uLink+SFg/tcicpKQkbN25EfHw8fvnlFzg5OWH48OHIyMiArq6uus0rEdHR0Th37hyWLl2K+vXrw8nJCTo6OtJ+TU1NWFlZwcrKChkZGQgNDYW/vz+USiUsLCxgaWkJfX19NfZAUJokJSVVyXuMTCZDs2bNcOvWLXh7e6NTp07Q0Kh6cqvq9eglpKamwtPTE3Z2drC0tFS3OYIKQt26ddGqVSvcvHkTABAYGAgA6Nevn1Tn4sWLyMnJweeff15udqWmpiIsLAyhoaGQy+WwtLTEu+++Cz09vSK3ERISAgBo2rRpvu03btxAXFwc3n//fbi5uQF4LlSPHj0q1enbty/c3NygpaWFtm3biod2GZOQkIDVq1cjKSkJJ06cgIaGBhITE7FhwwYMHz4cACqVeFQqlbh8+TJq1aoFbW1trFmzBqdOnUJISAj09fUxZMgQrF+/Pp94/C+6urqwtbWFjY0NkpKSEBoaisuXL0NPTw8WFhaoW7cutLW1S2zr6tWr8ezZM4waNQq1atVCgwYNStym4PWoVCrs3r0bX375pbpNKRNkMhmaN28Of39/eHt7o2PHjuo2qdR5a1Zhu7m5oVGjRqhXr566zRFUQJKSkmBgYCANBfv7+6N58+YAgF27dmHevHl4+vQptLW1kZKSgidPnsDKygqGhoalZkNOTo4kGtPT01G3bl1YWlqiRo0axX5LJwkjIyMkJSUhMDAw30MxOTkZ06dPl1aT16pVC+vXr4eNjQ2ioqIwY8YMPHnyRKrfs2dPuLu7V0lPQXEoi1XYqampcHJywnfffQddXV20adMG7du3x7Rp06Cjo1OuC2VKi5kzZ+LXX3/NN4exXbt2+Pzzz9G+fXvY29sXukK1KKhUKsTExCA0NBRRUVEwMTGBpaUlateu/UbX6tmzZ/mmMunq6mLbtm24e/cumjdvjo8//rhSfgaVgdDQUFhZWeHu3bto0qSJus0pM0jCz88P6enp6Nq1q1iFXRmxtbUV4lHwUvLmYDk6OkKhUEjiEQA6d+6MrKws6OrqwtjYGAkJCVAqlWjYsCEePXpUYmGVlpaGJ0+eICQkBCYmJrC1tYWpqWmJHlyZmZmoV68ebGxsCnhUDAwMsHXrVqSkpODy5cu4e/cuTExMpP379u3LJyDPnz+PmTNnYsmSJdIQt6BkkISrqytGjhwJDQ0NdOzYEVu2bKkS9yhfX1/Url0bvr6+yMrKQmRkJNq2bVsqLyByuRxmZmYwMzNDTk4Onj17hsePH+POnTto0KAB6tWrV6z5Zj4+PlAoFIiPj0daWhoGDhyIMWPGoFOnTtiwYQNSUlIKeMjE1I7SwcTEBAqFApGRkVVaQMpkMrRs2VIa5apKvDUeyLehn4KyIzk5GTdu3EBMTAzMzMxAEj169EBoaOgbzaclibi4OAQFBSEuLg5WVlaoX79+sYaoy5LExESMGTMGhoaG6Nq1K2bNmoUJEybghx9+eGtXZ7/ogcy7nxRXSOTm5sLZ2RmrVq3C1atX8dlnn2Hz5s2Vanj6ZZDEsWPHMHnyZHz88cfYuHFjsY+XyWTIyMiASqUq1vcsISEBQUFBiIqKgoWFBRo0aFCkaRcZGRmoV68ePvnkE6xfvx45OTlITk6GsbExZs+eDW9vb5w9exa//fYbdHR0cODAAfj6+mLbtm0YOXJksfonKIi9vT0+++wzfP3116+sp1QqkZmZWanvPSQhl8urlAdS7ZHMy6OgCLmwBYLikJSURAA8fPhwsY7Lzc3l06dPee7cObq7uzMoKKhSZNro1KkTAbB69epMSEhQtzlq4cVMNF26dGHDhg3p4eEhZfV5FdHR0Vy8eDHr1q1LbW1tjh07lnfu3CnSsZWBnJwcDh06lFpaWpwxY0axsouoVCouWrSIBgYG7NChAwGwcePGb2RHeno67969SxcXF3p5eTE6Ovq11/jMmTPU0NDgmDFjuGDBAimlra+vL6tVq8Zq1aoRAHV1dTl8+HDOnz+fMpmMt2/f5unTp+nu7l6kPMiCgnz44YccMWKElP3qv8TExPC7775jnTp1CIDTpk0rZwtLF1SxTDRqN6BcOikEpKCU+fPPP6mnp8eYmJgi1c/MzOSDBw/o6urKK1euMDIyslKJh7xc4W8imqsKeQIyNDRUSusnl8vZvn17Hj169KW5nh8+fMgmTZqwYcOGXLt2LWNjY8vT7HLhwIEDlMvlxc7n/vDhQw4cOJA6OjrcuHEjZ8+eTQCcN29eiezJycnhkydP6OHhwbNnzzI4OPilIiXP/rx0jdOnT5e2JyQkcPv27QX61aNHD2pra1OhUFChUFBPT4/z5s2rEmn5ypPt27dToVDQwsKC33//fb7fkJ+fX770sgBoYGDA7OxsNVpcMoSArIRFCEhBaTNo0CCOHz/+tfUSExPp6+tLZ2dn3rx5k0lJSeVgXelz6dIl6Sb+5MkTdZujFo4fP864uDg2atSIHTp0YHp6Oh89esSJEydSS0uLtra2nDt3Lv/66y+6ublx6dKlHDx4MHV1ddmrVy/Gx8eruwtlRt734+jRo0WqHxoaygkTJlChUMqcjSEAACAASURBVLBbt268efMmc3NzOWDAADZo0KDUhJhKpWJUVBS9vLzo6urKe/fuMSMjo9C633zzDXV0dHj69OnXthsYGMh169bRx8eHiYmJ3L17N+vWrct27dqVit1vE5GRkVy/fj2rV6/OpUuXkiRv3LhRQDwCYLdu3Thnzhw+evRIzVa/GUJAVsIiBKSgqNy7d4+hoaGv9Q6ampqyT58+he5TqVSMiIjg5cuXeerUKQYEBFT6Ia67d+9SU1OTAHj16lV1m6MWjh8/zrFjx7JJkyZMTEzMt+/Zs2dcunQpu3btSiMjo3wPvUOHDlUqb/ObcPnyZQLg9evXSZJKpbJQj2xMTAxnz55NbW1ttmzZki4uLtK1+eOPPwiAffv2pZmZGd3d3UvVxuTkZPr5+dHZ2ZnXr1+XpmJkZWXx0KFD1NTU5JEjR4rUlpaWluSFnjt3LtPT03ngwAGamJiUqs1vE/v27aO2tjb9/f1pYWHBJk2aSL8hBwcHbty4kd988w1bt25NuVzOVatWvdTrX1ERArISFiEgBUXh559/lm5Yo0aNKrROTEwMHRwcCIDz58/Pty83N5eBgYF0d3fnuXPnGBISUulucC9j9OjRBMAzZ86o2xS1cfz4cVpbW/P3339/Zb2AgADpe/Syl4yqhIeHB7W1tfnZZ5+RJG/evEkLCwu+++67Up3k5GR+//33rF69Om1tbXnw4MECv42YmBiOHDlSunalLSDzyMrK4sOHD+nm5sYLFy7wq6++okwm4+eff15koT9o0CACYO/evVmnTh3WqlWL9evXZ926dcvE5rcBpVJJOzs7AmCbNm2YlpbGkJAQPnjwIF89lUrFjRs3Uk9PjwMGDGBWVpaaLC4+QkBWwiIEpOBV5ObmctiwYQTArVu3csqUKbSxsSm0bp6QatiwIcPDw6Xjg4KCeOrUKXp7ezM2NrbKeZwSExNZo0YN7t+/X92mqI3jx4/z/fff5//+9z9poUVhRERE0MbGhjo6Ovz777/L0UL18M477/CTTz6hSqWiSqWimZmZJAJnzJjB33//naamprSwsKCjo+MrF42lpaVRoVBw27ZtZW53SEgIp06dyo0bN9LV1ZURERFF/t0qlUp+++23tLW1ZUxMDP/44w8uW7aMO3fu5N69ewmAw4cPL+MeVD0OHz5MALx27Vq+7ZmZmRw5ciQHDRrENm3a5PPwX7p0SU3WFh8hICthEQJS8DJSU1NpampKAPz8888ZFRVFOzs7Tpo0qdD6H3zwAQFw9erVVCqVDA4OppubGz09Pav0HDeVSsXatWtzx44d6jZFbRw/fpxPnjxhgwYN+M0336jbnApBUFAQAfDGjRvStgEDBlChUFBXV5cAqFAouHDhwpfOPXyRPPEVHR1dZjanp6dz+fLl1NPTY5s2bXj79m2Gh4fTw8ODFy5cKPK5L168SJlMVmC+ZseOHQmAw4YNKwvzqzyFvWBkZ2dLgnHWrFn08vLi0aNHeeDAgUoRxSKPqiYg35pA4gJBYaSnpyM6OhpLlizB3LlzMXjwYGhra2PZsmUF6mZnZyM8PBxyuRwdOnTA2bNnpewhxsbGarC+/Lh9+zYiIyPRo0cPdZuiVgwNDRETEyMCSf/LoUOHYGVlhVatWknbGjZsCFtbW9y7dw8kkZGRUaT4pgcOHMDnn3+OuXPnolatWqVmo0qlwpUrV+Ds7AxPT09cu3YNBgYG+OWXX/Dpp59KAfvNzc0RHh4Of39/6OrqonHjxq/8XTdr1gwk4ePjk+934eXlhYSEBBgZGZVaH94mCssZrampiX/++QdDhgzBggULsH79egQEBODgwYNQKBRqsFIAQHggBW83x48fp66uLtPS0hgZGUkArFOnDs3NzWllZUV/f3+p7pkzZ9ipUye6uroWy1NRFVi6dCmbNGmibjPUyvHjxxkREUEAXLNmTZWbpvA6UlJS8v0/NjaWRkZGXLt2rbTtypUrlMvlPHHiRLHaPnToEOVyeb62SopKpeKePXtoYWFBmUzGrl27cv78+fznn38K9OVFijOy8PHHH9PS0pLbt2/nhx9+yIMHD5aa/YLneHt7s1+/flIsSPzr1QbAjh07cuvWreo2sciginkg1W5AuXRSCEjBS5g3bx4BMC0tjVeuXJECBu/evZudOnXiZ599Jq2qPnHiBNetW8dLly5VmcUxRUGlUtHGxobLly8v1TYrG3lxILds2UJtbW1OmDBBzRaVDzExMbS1tSUArl27lllZWUxJSeGIESNoa2ubbxHDF198wQ8++KBY7T958oTVqlXjypUrS83m3NxcTps2jVpaWlyyZAkjIiKK3YZSqcw3t7mwEFzp6ekcM2aMFKEAAPfs2VMaXRD8y6ZNmwiAtWrVkq6zp6cnfX19CYBdu3ZVt4lFRgjISliEgBQUhpeXF/X09GhiYsLo6GhJQM6YMYMkuXHjRvbp04cXLlygh4cHQ0JC+N5770kPikWLFqm5B2XPsmXL2KtXL8rl8lKL/+jj40NTU1OeO3euVNorL17MROPs7EwAbNeuHdPT09VoVdlz69atfIsWmjRpwpo1a7J27dr09vaW6j169Ii6urrct29fsdofOnQou3TpwsePH3P//v0lXqjl6elJBwcH1qhRg+fPny9RWydOnGCLFi2oq6vLmjVrct68eUxOTmZ2djanTJlCIyMjGhkZccqUKdy2bZt0XwgMDGT79u1pYWGRT1Du3LmTAPj111/nO8/AgQO5ZMmSEtlaVVGpVFyxYgXNzc0JgM2aNWN8fDwnTJhAuVzOs2fPqtvEIiMEZCUsQkAKCsPa2ppt27aVhrPS09M5Z84cRkVFMTY2lkePHuXvv/+eLy7kpEmTpAfp27AiOa+vrwtdUxxWrVpFAGzdujV9fHwqTfaOFwVkZmamdG3u3bunRqvKh9DQUE6dOpUAaGFhwc2bN+cTzllZWTQzM6ODg8MrM74URs2aNQsEjH727Fmx2khLS+OiRYvYtGlTAuCAAQNK/Lm4urqybt26PHfuHHNzcxkdHU0XFxe6uLhwwoQJbNasGZ89e8Znz56xRYsWXLp0KYcPH05bW1sOHTqUFy5cYFJSEjt06MC0tDQqlUqOHTuW1apVo56eHkNCQqRzve0CMjMzk1FRUZw2bRpr1apFDQ0N2traFvD6ZmVlMS4ujt26daOFhQUvXryoJovfDCEgK2ERAlLwX549e0YABbJOJCQk0NPTk25ubty7dy8bNGgg7UtKSqKOjs5bk8ovJSVFeqAnJyeXqK3c3FwePXqUP/zwA83MzDhixAgp77GlpWW+wNxPnjzhkCFDOGLEiAqV9eZFAUmSU6ZMkYJJV6aVoCVh+vTpbNCgAW/fvs2AgADeuHGDFy5c4O+//04AvHXrVrHb9PT0pKOjI+/du8fMzEwaGRlx7969TEtLY3R0dJEE6dy5c2lqasqVK1eWmqBv27ZtofPrsrOzWbt2bc6fP59+fn7MyMjgX3/9RSsrKyYkJLBZs2asXbs23d3dGR8fz9atW3P+/PkcN26c9HuqUaNGvlizb7uAzJsiYWlpSUdHR3788ccEUGDlfkBAAO3t7dm0aVOGhoaqydo3RwjISliEgBS8SE5ODnv27EkAnDJlCsnnb7Z+fn50dXVlUFAQlUolly5dys6dO5PMH2T8wIED6jS/3EhJSWGXLl1KZV7Xrl27CIAtWrTg9OnT+fjxY5Lk06dPaW1tTUtLS86ZM4f79+9ngwYN2LlzZ3bs2JF2dnYVZr7kfwVkXsiZBQsWVBgby5qEhAS2b9++gMdQW1ubX331Valch48++ogaGhqUyWSSQB8xYgT79evHO3fu5KsbFhbGtWvXUktLq1QXsKSmplImk/Gnn35io0aNaGZmxuHDhzMiIoLx8fEEwLt37/LOnTt0cXGhu7s7ATAxMZEBAQHU09Nj7dq1aW5uzqVLl+a7VjVr1qSuri61tbV59+5dkkJATp8+PZ9gHD16NLW0tPItYjxy5Ag1NTUrdVpQISArYRECUvAi58+fl27md+/eZXBwMF1dXenv759vQYCjoyPNzc2pUqk4dOhQAuA777zz0hiRVZUePXpw4cKFJWrjhx9+oJaWVr40f5988gl37drF0NBQ/vjjj+zSpQv19fXZs2dPxsfH8+rVqwQgpZxTN/8VkAcPHqSxsbGarFEfSqWSoaGhDAsLY2JiYql7XzMyMnjs2DFeuHCBt27d4saNGzlq1Cg6ODhQX1+fM2bM4PTp0zlo0CBqa2vT2tqaixcvLlURHxoaSgBs3rw5g4ODmZKSwk8++YQODg4MCQkhAMbExJB8nmXn5MmTBCAJnrzUiC+uHP70009pZGTExo0bs2nTpvzf//7Hnj178uLFi3RwcHirBeSLI0JhYWFs27YtAVBHR4cqlUraP3fu3Er9siYEZCUsQkAKXiQ9PV3KJpMXPLgwkfL06VMpSPKdO3e4du1a1q9fn7/++qsarFYPN27cYL169bh06dIStRMfH08nJyceOHCAZ86c4c6dO9mzZ09Wr16d/fr1I0k+fvyY9erVK+DdKmz1qzr4r4C8ePEiATA4OFhNFr1dKJVKbtu2jS1atGD37t351Vdf8a+//iqTiAgJCQkEwO3bt0vbHj9+TJlMxrCwMAKQvOgk+fDhQwLg0aNHee3aNaanpzM0NJTbt2+nk5MTAwMDqVKpuHPnTrZo0YKnT5/Ol+sZAAcOHFjq/ahM5L2kvxiiZ+3atVSpVIyLi6OVlRVtbW359OlTdZv6xggBWQmLEJCCPHJzc+nl5cVJkybxyJEjfPr06SvfaLt06cJBgwZRpVLRz8+PAHj79u1ytLj82bNnD4OCghgXFyc93PLSNpY2N27coEKhYJcuXWhiYsJevXrx6tWr3LNnD5s2bcq2bdtWGI/DfwVkXFwcTUxM2KpVKzVZJChLrKys8mVeyhOQKSkptLCwyDcX+tChQ7S0tGROTg7v3r1LFxcXPnr0qIC4zROQ5PPVxVOnTmXnzp3ZtGlTamhoMCAgoHw6VwHx9/fniBEj6OzszD59+hRYrJiYmMh3332XVlZW0tB/ZUMIyEpYhIAUJCUlcdSoUezbty937drFL774gu+///5rj/Pz86OOjg63bt3Kjz/+mNWrVy8Ha8ufzMxMzps3T5rMvmLFCpJk586dWb9+/TI9982bNzl79mxu2rQp36T53NzcYq/oLUv+KyBJct26dW99gPWqyooVK9iiRQuGhYUxPT2dY8eOpYODA0ly0aJFbNWqFSMiIhgREcFWrVrl89KnpKTQ09OTZ86cyZdw4EUBST6fa1m7dm0aGxuzQYMGtLW1leZ5qlQqZmdnl1NvKw4qlYqdOnXK553NE+JpaWkcOHAg9fT0+Mcff6jZ0uIjBGQlLEJAvn1cu3aNv/zyC8nnQqRfv37ctGkTjx07xpMnTzI8PLxIq/hUKhXbtm3LMWPG0MXFhUDZ5ulVF6NGjaKpqamU67tmzZrs2LEj5XK5dB3fdgoTkHnfiZYtW7Jt27YFFnkIKi+5ubmcPXs2jY2NaWxszKFDh0oBybOzszl58mQaGhrS0NCQU6ZMKTAXVKVSMTw8nG5ubtKw9n8FJPk8MH3e/L4PP/yQjRs35s2bN9mqVStqaGiwT58+b80q/zxUKhV9fHzo5ORUIJanSqXi+vXrKZfLRRgfNRfZ8z5VbWQyGd+Gfgqek5OTA319fWRnZ+PBgwfw8/NDeno6AODTTz8tVh7jffv24YsvvoC/vz98fX0xfvx4xMfHQ0dHp6zML3fCw8NhZWWFU6dOoVevXkhJScGRI0cQGBiIfv36oUOHDuo2sUJw4sQJDBw4MN+2F/M8v/fee7h+/Tp8fX3RsGFDdZgoqIDk5ubi0aNHCA4Oxv/+9z80bNhQyr/9XyIiIlC3bl2QxODBg+Hg4IApU6YgICAAtra25Wx5xaZv374wNjbGnj171G1KkZHJZCBZ9AdQBafwb/FbwqVLl3Dnzh0AQGxsLG7cuIGUlBQ1WyUoKSdOnEBubi569+6NO3fuwN3dHdOmTUNWVlaxxCNJrFmzBjNmzIBCocC0adMwefLkKiUeAWDatGlo06YNevToAQCoXr06Pv30UyxfvrxCisfw8HAMGDAAffr0gY+PDy5fvgx1vSDq6uri3Llz2LFjB9zd3dGuXTuMGzdOLbYIKiYaGhqws7NDt27dEBcXh3PnziEmJqbQuubm5vDx8cHp06dx5MgRWFtbQ1NTEw0aNChnqys+X3zxBQ4dOoTo6Gh1m/L2om4XaHkUFDKEnZubK632ygsZAIBaWlq0t7enkZERNTQ0aGRkxLp169LQ0JBDhgxhWFgY9+/fT2dnZyqVyrduaKEycPDgQf7888/84YcfeOzYMQKgnp6eFPOxqLi5uVEul/Px48ccN24cu3XrVuU+74yMDOro6PDEiRPqNuW1pKam0tnZmZ06daKVlVW+OVLdu3cv83A//x3CzsnJoYeHR76pEK6urtTU1CxwbFX73gjejLyQNKdPn6aPj89r02Dev3+fcrmcW7durTCLyUqCSqViQkKCNLwfEhLClJQUJiUlFTrfWaVSvbTf2dnZrFOnDpctW1bWZpcaqGJD2BrqEq7qRqFQ4PTp0+jZsyciIyOl7dnZ2ZJXct++fQgKCkJwcDAyMjLg5OSEo0ePSnV1dXWRkZGBgIAAmJqawtDQsNz7Ifh/VCoVAgICoKOjg5MnTyIwMBDVqlUDAMyePRurVq3CokWLMHz4cIwZMwZffPFFgTZycnIwbdo0XLlyBWFhYRg7diwaNGgALy8vfPnll9DQqBo/mezsbJw6dQpPnz5FdnY2unfvrm6TXsv06dPxxx9/AADMzMyk7Q8ePMDgwYMxfPhwnDx5ElpaWmVuS3BwMD7++GP4+PigRo0aGD9+PLp06YKEhARUq1YNwcHBGD9+PAwNDXH27FkkJiYiPT0durq6ZW6boOIik8lgbm4OU1NTPHz4EBcuXIC9vT0sLCwKrd+4cWNs2LABU6dOxaFDh/Drr7+iUaNG5Wx1ybh+/TpOnz4NHx8f+Pj4ICIiAtWqVUNaWlqBumZmZmjTpg1sbW0RHByMS5cuISUlBebm5jA3N0fHjh3Rv39/5OTk4N69e4iMjETbtm3V0CsBADEHEgACAwPxyy+/4NatW9DT08OAAQMwceLEAvXGjRsHf39/+Pn5QVtbG1lZWfn2Ozg4YPTo0ejduzfMzc1LvR+Cl5OcnAxfX1/o6OggLCwMw4YNQ/fu3dGmTRusW7cONjY2CAwMhEwmg1KpxNy5c/Hjjz8CAJRKJe7evYuzZ89iy5YtiIuLw9y5cxEbG4tvv/0WXl5e+Oijj/Do0SNYW1urt6MlJDc3F+vXr8e6deukF6fGjRvj/v37arbs9ezatQuff/45SMLQ0BBz586Fvb09+vXrh6CgIHTu3BkNGjTA+vXry2To/cSJE2jVqhW2bNmCrVu3okWLFti7dy+OHTuGv//+G97e3vkeinZ2djAxMcGlS5fQvHlz3Lx5EwEBAXj8+DEyMjKwYsUK3L59G7du3UKzZs1K3V5BxSchIQG+vr6oUaMGmjdv/tKXnwcPHmDq1Km4ePEivvnmGyxcuFB6Oa6IPHv2DN7e3nBycsLhw4fRsmVLdOzYEe3bt4etrS0iIyPRuHFjaGlpISEhAQqFAqmpqQgODsaNGzcQFBSEOnXqoFu3bjAxMUFERATCw8Nx4sQJ3LhxA1paWjAyMsK3336Lr7/+Wt3dLTJVbQ6k2l2g5VHwBquwJ06cyJ49e/LHH38kAHp4eJB8nh9VoVBw69atrFWrFhUKBb/77ju6uLhw2LBhNDExoZaWFn/88ccqMeRQ0VGpVHz8+DFdXFz45MkTqlQqLlmyhADYuHFjBgQEFAhMDYBOTk6MjY1lbm6uFLrmxWJpacktW7awX79+VCgUnDx5srq7Wip8/vnnNDQ05Lp165iQkMATJ04wMDBQ3WYVmZMnT7Jly5Y0MDAoMOQVHBzMgQMHSquiu3btyg4dOvDRo0elcu7jx4/T2tqa9vb23LBhQ4Fh6cTERGpqakrfIUNDQ2l6TF6Q5MJKZY1pJygdcnNzeevWLZ46dYqRkZEvradSqXjw4EHWqVOH9erV4/3798vMJqVSSVdXV54+fZrx8fHMyMjgoUOHuGHDBjo6OnL8+PFcuXIlDx06xOnTp9PBwYHDhg3jsGHDpOkl1apV4wcffEAfH59Sta0ihfYqLqhiQ9hqN6BcOlmCMD6PHj1ijRo12KNHD65YsYJyuZxyuZyZmZlSnf3797NTp06Mj4+nUqnk7t27qaury6+//vqNzyt4PWlpabx06RIvXrzI1NRUKpVKrl+/nj/99BMBsGnTpiSf5yxesWIFz507x3379knpxTp16iQJzl69etHZ2VnKh533cO/SpQuXLVtWYdLplYTg4GAC4NmzZ9VtSolYuHAhAXDVqlWF7r937x4XLlzI2bNns3v37jQzM+PVq1dLdM7U1FQeP36crVq1Ylpa2kvr5WWnAcDBgwdz8ODB+cTiyJEj6erqSg8PDyYnJ5fIJkHVIjo6mm5ubvTz83vlnNnk5GT279+f5ubmZZLUIDg4mD169KBCoaCGhoY0h7xatWq0s7Nj7dq1OWTIEDZr1ow6Ojp0cHDgt99+y4kTJ3L8+PH87bffePPmTTHvtxCEgKyEpSQCknw+kXn06NFs1aoVx4wZQx0dHS5YsIAqlUpKawWAUVFR0jHu7u4EUGjsOEHJUKlUDA4OpouLCx8+fCh5evMWzGhpadHT0zNfUOo8Dh8+TGtrawLg8uXLC21fqVRKn2lV8iL/8ssvtLKyqtR9un37NmvVqiV5mF9HZmYmR40aRUNDw3x5zovD06dP2bdvXx4/frxIcR6/++67fKJRLpdz4MCBvHXr1hudX/D2kJ2dzRs3btDd3Z1xcXEvrZeZmcmPPvqIenp6/OKLL3j8+PES/65zc3P5xx9/sHr16uzatSsfP37M9PR0enl58fDhw+KFpxQQArISlpIKyP/i7OxMHR0dTp8+ncuXLycAGhsbS/tDQkL40UcfUS6X89y5c6V67reRs2fPcuHChSSfrxr29vbm2bNn8+VIzstvnVeOHTtWoJ3k5OQCw9U3b94sUO/q1asEUOYZWMqbmTNn8sMPP1S3GW9MUFAQa9asyQEDBvD8+fNF9nBcuXKFAJiamlrsc2ZlZdHGxobdu3cv1svgP//8w5kzZ3Lq1Klcs2ZNsc8reLsJDw+nq6sr7969+9Jc3yqVirt27eKAAQOopaXFOXPmvDIveFJSEn/99Vf269ePtra2NDU1pY2NDfv06cMPPviAtWvXppaWFn/66adKPUxckalqAlIsonlDLl68iN69e2PSpEnYuHEjACA+Ph6nTp3CqFGjYGlpCVdXVzRt2rRUz/s2UrduXTx79gzh4eG4desWrKys0KhRIygUCqmOr68v2rRpAwD4/vvvMW/ePGhra0v7g4OD8cknn8Db2xv6+vpITk4GAMTExMDExCTf+bS1tZGdnY0NGzZgxowZ5dDD8uHgwYPSQrCSrOQ8duwYZsyYgczMTBgZGUGlUiEnJwe6urr45JNPsHDhwmLF2ywqCxYswJEjR3Dv3r18n/3rCA8Ph4WFxRstVjl+/DhGjhyJZ8+e4eLFiwUCiQsEZUVmZib8/f2Rnp6ONm3awMDA4KV13d3dMWDAAOjp6aFHjx5477330LBhQygUCoSFheHatWvYs2cPdHV1MXToUNjb28PIyAgJCQl49OgRZDIZmjZtiv79+8PU1LQce/l2IRbRVMKCMkpl+Pvvv1NXV5fTpk2TPFp6enqcMWPGa+N7CYqOnp4ep0+fnm9YJzIyko6Ojty3b5+0aGbx4sUMCQnhnTt32K5du3xeyHfffZcA+N5779HY2JgAGBAQUOj5GjduzDFjxlTqod7CUKlU7N27Nzt06PBKT0VcXFyhMU5VKhW///57AmD//v3p5OTELVu2cOvWrfzjjz+4Zs0aVqtW7aVzE0uKk5OTNEUhb1FbUVCpVLS1teWiRYteWS87Ozvf3GaSHDJkCIcMGUKy8FSGAkFZ8rLpOoURERHBvXv38rPPPqO1tTU1NTUpl8tpYWHBHj16cM+ePQW+34LyBVXMA6l2A8qlk2UkIJVKJVu2bMmZM2fSwsKCALh58+ZXTrIXFI9Dhw7R0dGRixYt4vnz5zlt2jROmjSJQ4YMIQDq6uqyffv2BCAFhn+x7Nmzh+PGjaNMJqOTkxOVSiUdHBxYVt+Jik5ISAh1dHS4f//+Qvf7+/sTAJs1a0YAnDVrFg8fPsyFCxeyadOmrFatGlevXv3SF6Rhw4Zx4MCBZWJ7RkaG9Ln+8ccfxTp29+7d1NTU5MKFC+nn5ycFKF63bh0bNmxIHR0dAqCGhgZ37txJkrx79y4B8PLlyySFgBSoj/8uGCwKKpXqlS+KgvJHCMhKWMpSLOzYsUN6qL0ssXtMTAy7d+/O+vXrs2PHjvzyyy/5999/Mzs7myQZFhbGHTt2VDmPV0nIzc3l7t27uX37drZu3ZoAKJPJ2K1bN3bv3p1yuZwAuHfvXpKUwqRs2rSJa9eu5Xfffccvv/xS+mx2794ttR0SElImqxcrC3PmzKG5uTm9vb0L7Fu9enUBEV6jRg22bduWy5Yte21InAULFhAAV69eXerf56ioKALg9OnTi32sSqXipk2b2KpVKwJg3bp12aFDB+ro6HD16tV0dnbmpUuXOHbsWL7zzjskyTNnzlAmkzElJYWkEJAC9aJSqfjo0SO6uLgwODhYPC8qIUJAVsJSlgIyKyuLjRs3JgCGhYUVWidvpbahoWG+B3PNmjVpbGzM2rVrEwDHjx9f6EP9bSM9PZ0nTpzg/PnzuWfPHiYmJvL06dNSvEKVSsUOHTrkW+WelpZWrBDSawAAIABJREFUwPPr6+srXWvB/5OWlsZx48ZRoVBQJpPx1KlTJJ9f18aNG/O7777j+vXrCYB9+/YtVtuZmZn89ddfCYDW1tZvvPI5z56TJ0/Szc2NS5YsYZcuXaTPMzw8/I3bDQoK4pYtWzh79mz6+vrm2zd37lzWq1ePmZmZTElJobW1Nbt27cqUlBQhIAUVgqSkJHp4eNDX11csdqlkCAFZCQsAZmVl0dnZmadOnaKXl1ehQ3A5OTk8ffo0T58+TXd3d65cuZJLly7lvHnzCg0Jk0diYiKdnJwK3ZeUlMTs7Gxp7ljeg/W/Xp688u677770POTzeS5nzpxhfHz8K+tVVmJiYnjixAkOHz6cc+fOfWm9b775hgDo7+//0jp5Q9X79u0rC1MrNUlJSTQyMsrnnd2zZw81NTX59OlTks9fjt5kztSGDRuk73NJgpSfPHlSaqd58+Zs0qRJvt/KmTNn3rjtl+Ht7U1jY2NOnDiRJBkaGkoLCwuuWLFCCEhBhSEnJ4c+Pj48d+6cmDJViRACshIWAFJw6RfLkSNH8n24q1atkuK2AWCLFi2kv3fu3MnMzExeuHChyF6VI0eOUCaTUVtbm++88w719fUL2CCXyzljxgzp/87OznR2dpaGzcjnixpiYmJIkr169ZIWEowaNYoPHz4ski0VnbzhmaNHj7J9+/b8+uuvXzlEc/nyZRoaGr4ylEt0dLQkhgT5WbFiBevWrUtnZ2fm5OTQw8ODGhoaJQ45k+e5rF69On/66Sdu3ryZu3btopeXV5GH3HJycti7d2/pN2Fvby+98MXExLBPnz4EwD///LNEtr6MU6dO5VtkNXnyZA4cOFAISEGFIu+e6erqmi8GsaDiUtUEpPwVC7SrFN9++y1at24Nufz/u+zr64uRI0dCJpOhd+/eSE9PBwCYmJigTZs2CAwMhEqlgqGhIUJCQrB8+XJ0794dZmZmRTrn06dPQRLz58+HnZ0dvvvuO/Tp0weGhoa4e/cuduzYAZVKhT///BPGxsYwNjbG/7F33mFRXVsffs8AIr0poiJgQVRABbH3HktETXK9eqMxxiRGTW6K5aZY7meaMXpjmkk0RnNTNDFGzRUbdgQVFJCioqAioCIiRTrM+v4YmEhsgBSB8z7PPMycc/be6wwzc35n7b3WGjVqFKNGjWLGjBlER0dTVFREy5Ytady4Md9++y0vv/wyAD4+Ply+fJm2bduycOFCVq1axSeffEJGRgYpKSk0a9aMQ4cOVf4bWQUUFBSwc+dO9u/fz+zZs3nyySdZtmzZfVPB9O7dm5s3b2JoaHjPYxo3boyTk1NVmFzrSUhIwNvbm5EjRzJ//nwGDx7MmDFjmDt37kP1m5SUBEBmZiZr1qzhs88+Y8GCBfTs2RMXFxf+9a9/laoXfa8+du/ezfz587G1tSUyMpIFCxYAuu/m9u3bEREmTZr0ULbei4CAAECXqquoqIiUlJR71ihWUakpFEWhTZs2+Pj4cPLkSWJiYkocJioq1UNNK9jqeADi7Oys92j06tVLevXqdce6RAsLizu8gz4+PjJlypQ7InzLQk5OjowbN05sbW3vmlBcq9XKpk2b9Gu7Jk+eLPb29gLoo7pLanEbGhqKRqORXbt2ycaNG8XExEReeeWVOzyaf/vb3+T777/XpxSqKi9NZZCZmSlr166Vb775Rl5++WV54okn6nVwS3Xi5+cnGo1Gnn32WQFk+fLlcvny5Sob7/Lly/oAnblz59732KKiIjE3N5eNGzdKUVGRrFixQrZv315ltt2OVquVVq1aCSArVqzQT/PPmTNH9UCqPLJkZ2fLwYMH5dixY/rgTJVHD+qYB7LGDaiWkyyO4HV2dhY7OzsJDAzU59cyMjLSiy9vb295+eWXpaCgQIKCgmTHjh36dB8tW7bU579TFKVUeoSYmBjZvHmz3I38/Hx58cUXxdDQUCZOnCienp6SlJSkTxHyyy+/SEpKihw+fFhERN577z2xsLDQRx4vWrRIRo0aJT179pSXX35ZNBqNREdHy48//igGBgYyfvx4uXTpkhw+fFi/9qxfv3768wHk8OHD98x5WF0UFBTI/v375YMPPhBfX18ZPXq0jBkzRr7//ntZunSpnDlzpkbtq4+sW7dOGjZsKI899liVj3Xr1i19Ls5Jkybd99j169eLgYFBhW4mHjYyNSYm5o6bspkzZ0p8fLwqIFUeaQoLCyUsLEz8/f3VsoOPKKqArIWPkguBsbGxGBkZyYcffqjPpXV72pKGDRvKihUr7vyvi8js2bOlSZMmMnDgQPn4449L7StZw1iyplKr1cqCBQtk9OjRMnPmTAkMDJTHH3/8rkEzQ4cOLdVXXFycODg4iKGhoT6/4fz588XW1laaNWumb+fs7Cy+vr7SoEED6dq1qwQHB0taWppMmTJFn6rE2dm5lEAeNGiQ/Pbbb+Lv7y/79u2T8+fP3/VcK5s//vhDXFxcRKPRSKdOnaRLly4yadIkWbNmzUMFWag8PJmZmQ8VKV0WioqKZPHixdKkSRP55ptvSpWgvJ1du3ZJq1atxMDAQD755JNyj7NlyxYxNTWV1NTUCgvJkvWP8+bNE0CcnJxK9a+i8qhTknj8YTIVqFQNqoCshY+/ijaNRiOmpqbSr18/MTMzKxU4A0hgYOAd//iLFy/qK5h4e3uLvb29DBgwQM6dOyfvvfeePg2PiMipU6dKjXf79PfPP/8sEyZMKLV/6dKlcvr0aUlISJDNmzfLqFGjZP78+ZKTkyPt27cXQFauXCn29vby3HPPSXh4uCxZskQsLS1l/vz58uSTT4qiKPLCCy9IQkKCFBYWSnh4uISGhurHOHTokPj6+oqJiYkoiqLfPm/evDvOtYSyCgutViuJiYmyd+9e+emnn+Tdd9/Vp4ZZt26daDQaef311+X69euSl5cnAQEB8p///EesrKwkKCioTGOo1E6ysrKkc+fOoiiKfPbZZ/c99vXXXxdAWrRoIX5+fmWudV1CixYt9N/lDz/8sEL2Xrp0SSZMmCBZWVnyxx9/lBK7qoBUqS3cvHlTdu3aJZGRkWoy8UeIuiYg600tbFtbW1JTU9m8eTO7d+9m9erVaLVaRARnZ2c++OADYmNj9Yv1i4qKSgXcFBYWYmRkBOhq8rq7u/PZZ5+RnZ3N1q1b8ff3JykpiW3btjFhwgRSUlLYsGED8fHx+j4aNWrEzZs3GTJkCLt27aJBgwYMHDiQ6OhoLl++DOjqMHfp0oWgoCCcnZ1JSkqiX79++Pv7Y2pqSnZ2Nj/++CNmZmZs2bKFc+fO0bdvX9auXYuRkRFXr15l/PjxeHl5kZSUxOeff46hoSHjx49n48aNgO6mQavVsmbNGn2wzvHjxzl//jzHjx8nPj6epKQkMjIycHR0xN7enh49ejBlyhRat25Nfn4+GzZsICIigoSEBEJDQ7lx4wYajQY7OzuuX7/OgAED8PPzw9HRkXnz5jF//nzS0tIIDg6madOmtG/fnpSUlDIHJKnUTr766iveeecdTpw4gbOz832PjYmJYdq0aRw5ckS/LSkpiaZNmz5wHBEp9X1t3rw5CQkJFTf8LmzdulWtha1Sa8jLy+PEiROICD4+PhgbG9e0SfUetRZ2LXwAsm3bNgH0U9cXL14Uf39/2bJli7z99tvi5ORUyiv4Vy9kUFCQAOLg4KCfHrt+/bp4eHjIyJEjpWXLlqLRaGT27NnStGlTsbOzk5kzZ0qjRo30fa5Zs0aaNWsm3bt3F29vb5k/f740bdpUlixZIk5OTuLk5CQGBgYyceJEcXJyEltbW3n22WdFURTZuHGj+Pr63jEFvnTpUmndurW4ubmJoiiybt06GT9+vDg4OIiFhYV+CnvOnDmlzic2NlYfWNS/f38xMDCQPn36yGuvvSZffPGFbN68WTZv3iyfffaZvP/++9K/f/+7TsG/9tpr8tNPP0lERITk5+dLUFCQDBw4UF588UX56aefxNLSUjIzM+XSpUvi5+d3z2TrKnWPxMREadWqlbz22mvlanf27Fn952vZsmVlno4uqYJDcdBZ9+7d75mftSKoHkiV2oZWq5WoqCjZtWtXnc0dXJugjnkga9yAajnJ4qjpu12I7iaKQFcS73ZCQkIEkKioqFLbN2/erG9TEmmdnZ0tX375pT6C86uvvpJp06bJwYMH5emnn5aWLVtKw4YN5fnnn9e3bd26tYwePVqee+450Wg00qdPHzE0NJQBAwaIoaGhfP7553L9+nX58MMPpUGDBvp2mzZtknbt2smyZcukW7duMn78eCkoKJAGDRqIsbGxPPfccwLI4sWLRavVypo1a+TIkSNy9OhRfR9OTk6ycOHCO96bv5KUlCQRERESGRkp6enpd03G/tf3sW/fvhIeHi579uy559o3lbrDqVOnZPr06eLr6yvt27eXHj16SFpaWoX6+uGHH8TY2FgmTZpU5nyeTz31lFhYWMiePXsEkGeffbZCY98NVUCq1FYSExPFz89PzYtbw6gCshY+SgRkCX5+fjJu3Djx8PDQr5k6c+aMfPHFF3rhc7eo6rsJ0HPnzunb7Nu3T7+9qKhIQJcaaMiQIfqSU2lpadKzZ0+9Z9LR0VGsra3F1dVVbty4Uar83l9TBwHy7rvvSlpaml58/vLLL/L000/L448/LidPnhRDQ0MZPHiwTJw4sVQAzZIlS+TKlSsCiKWlpSxevFhMTU3l6aefFmdnZ7l+/boUFBSUSgERGhpa7ioHP/74o37MBg0ayFtvvSUBAQFqaol6QkkAl6WlpXh7e+sT4FeUoKAg8fb2FgsLC9m2bdsDj+/WrZssXrxYRETMzc1l7dq1DzX+7agCUqU2k5GRIbt375YzZ86odbRriLomIOtNIvHbefXVV/n999+JjIwE4MqVK7i5ufHUU0/pj+nQocMd7e6W2LpNmzY888wzADz77LNER0cDuuTYtra2ZGZmcuDAAWbMmIFWq8XKyoqNGzeSkpICwMcff0x6ejoiwujRowkLCwNg4MCBFBUVYW9vrx9r9OjRXLt2DVdXVzZt2sSqVat46qmnSE9PJzc3l86dO7Nnzx7atWvHoUOHcHBwYNCgQTRs2JBXX32V5ORkADIyMli8eDHdu3fnhx9+oLCwkNWrV2NkZETnzp3ZuHEj7777Ll5eXixbtqxc7+2FCxcAMDc3Z/HixZiZmdGzZ0/9+lGV2ktoaChLlixh9OjRfPLJJ+Tm5t5xzPLlywHdZ2zKlCk0atToocbs0aMHwcHBzJ49mwkTJhAaGnrHMXPmzMHS0pLMzExatmyp/w7a2NjoiwOoqNR3LCws6Nu3L0lJSZw6darEuaKiUnFqWsFWx4O/eCC1Wq1cv379Du9adna2vPLKK/LNN9+U6w4tLi5O73WztLTUby8qKpLY2Fhp0aKFKIoirq6usmLFCn3JxM6dO0tiYqK+rZ2dnT4avEWLFmJra6vfZ2ZmJo0bNxZAbGxsxNXVVYYNGyZ5eXnyf//3fwLI+++/rx87MzNTJk+eLEZGRtKoUSOxtbUVRVHEy8tLPvjgA/nuu+9KJVf39PS853R+cnJymd+LsLAwWbdunWzfvl1+++03SUlJKXNblUeH/Px8CQsLky+//FI6duyoz4PauXNnmT59ugDSu3fvUm3y8vLkzTffFGNjY9mwYUOl2qPVauUf//iH2NnZyYYNG2Tjxo1iaWlZ6nN68eJF2b17tz5TQt++faVly5aV5m1RPZAqdYH8/HwJCAiQY8eO6WfGVKoH6pgHssYNqJaT/IuArAqsrKz0F7KAgIBS+27evCl/+9vf7kgXtGzZslLVOd544w1ZuHChLF26VIYOHSpNmzYVQMzNzcXExEQvJG1sbGTu3Llib28vI0eOlNjYWPn000/1/U6aNEm+++47uXHjhqxatUqMjIzEw8NDFi9eLIA0bdpUFEWR/v37y5YtW8TQ0FDc3d317a2trcXAwECeeeYZ2bJlS7kuwGlpabJz585qyzGpUjWMGjVKf7Py1ltvycqVK+XYsWP6/ZMnT5a+ffvqX58+fVoaN24sNjY2VSa0CgoKZNasWWJiYnLXuvIzZsyQESNG6F+X5FGtrHVfqoBUqSsUFRVJcHCwHDp0qMrzwKr8iSoga+GjOgRkZGRkqYvZs88+e0fwQFJSkvz888/i5uYmgISFhcmlS5fkwIEDd+1Tq9XKvn37JCsrSzIyMqRfv34yb948fSR5RESE9OrVSxo0aHDXCG1ADhw4INOmTSu1rrJLly6l1mvGxsbKO++8oz9m8eLF+jHKw/Xr18XPz69KS+KpVD0FBQVibGwsP/zwwz09FB9//LF4eHiIiEhycrK0b99ehg8fXi2Rnvn5+fpKUj/99JPMmzdPFi9eLN27d5fx48fLunXrZN++ffp8rJWVrF4VkCp1Ca1WKxEREeLv71/ute4qFUMVkLXwUR0CUnQD3fG4WzDO+fPn5amnnqqU6YODBw/q62Y7OjpKz54977ChJBhHo9GIo6OjjB07VhRFkRkzZuh/OC5evFiqTXmrGCQkJIifn1+5prtVHi2uXLkiJiYm0rlzZ/2U8L28z5MnT9Z7/WxtbcXLy+uRSxNy+PBh/ef58ccff+j+VAGpUhc5d+6c7Ny5U82SUQ2oArIWPqpLQH744Yf6C9bIkSP1zw8dOlQl4+Xm5t5z3SLo6n+XVNq5fZuVlZW0a9dOGjRoIC4uLrJx40YpLCyUQ4cO6de+lWfa+vz587Jz584Kp2tReTRIT08v9VmxsLC4Z93qEpFpbW0tq1atkpycnGq29sFkZ2frq9OMGzfuoftTBaRKXeXy5cvi5+f30FkTVO5PXROQ9TIKu6oYPXo0ABMnTmTmzJn6SOt+/fpVyXjGxsZcvHiRuLg4Nm/erN9+5swZLl26xLfffktWVhYAU6ZMYefOnWRkZPDpp59iZGREfn4+Fy9eZMKECYwZM4b27dtjZGREp06d7hpx/ldEhKioKC5evEjfvn2xsrKqkvNUqXri4+N55ZVXaNasmb6iS2ZmJj/99BPr1q274/igoCBiY2O5efMmM2bMoGHDhtVs8YMxMTEhJiaG8ePHU1RUVNPmqKg8sjg6OuLj40NwcDCJiYk1bY5KbaGmFWx1PKgmD6TInbki//e//8miRYuqfNzly5eLsbHxHbWlX3rpJQHuiIrNzs6WX375RRYuXFjK61RSz/tBFBUVSUhIiBw8eFBdhF3LCQsLEysrK+nevbsMHz78rt7sZ5999q7LMWoDO3bsECMjI1m7du1DRWSrHkiVuo4aBFm1UMc8kPWmFnZ9OM+7kZWVhbm5Oc7Ozly8ePGux4SHhzNt2jROnjwJwP/93//pa4LfjYKCAoKDgzEwMKBLly4YGhpWhekq1URwcDDdunVjyZIlZGZmEh0dTXBwMBMmTODTTz8tdez+/fsZMGBAzRhaQUSEjz76iEWLFtGvXz++/vprWrZsWe5+1FrYKvWB7OxsgoKCcHBwoEOHDmWajVIpG3WtFrYqIOsB3377LQ4ODowaNeqex4gI/v7+DBs2TP/6buTm5nL06FGsra3p2LGjfrpTpfYiIjzzzDNs3ryZjh07kpWVxXfffYe3tzeLFy/m3//+d8kPH8OHD6d3797cunULKysrnnzySdq2bVvTp1AmYmJimD59OidOnOD9999n9uzZGBgYlLm9KiBV6gv5+fkcPXoUMzMzvLy81N/5SkIVkLWQ+i4gy0NkZCQnT55kypQpd+zLycnhyJEjtGjRgrZt26p3pvWAKVOmEBgYiJmZGadOnQKgXbt2ODs7k5CQQFxcHFu2bNHfeDzqaLVavv76a+bNm4eHhwerV6/Gw8OjTG1VAalSnygsLOTEiROICF27di3XzZbK3alrAlK9rVAphYeHx33Fo4uLC25ubqp4rCfY2dkRGxvL9evXAZgxYwbR0dHs3LmTiIgIXnjhBSZPnkxaWloNW1o2NBoNL730ElFRUdja2tKxY0deeukltm3bRn5+fk2bp6LyyGBoaEjXrl3RaDSEhISg1Wpr2iSVRwzVA6nyQHJzc0t5HlXqFwUFBRgaGt71piE3NxcPDw+GDh3KqlWrasC6iiMi7NmzhxEjRugvjiNHjmT79u13PV71QKrUR7RaLcHBwSiKgo+Pjzqd/RCoHkiVekWJeHR0dFTFYz3FyMjonh7nhg0b8vXXX7NmzRrefvttcnJyqtm6iqMoCsOGDdN7VwH8/PxqjTdVRaU60Gg0dO3aFa1Wy4kTJ1RPpIoeVUCq3JO8vDwCAwNp3rw5bm5uNW2OyiPK4MGD+fXXX/nmm29o06YNX331Va2aDra1teXq1av61zY2NsyZM0e9UKqoFFMiIgsLCzl58qT63VABVAGpcg9KxGPTpk1V8ajyQMaOHUtcXBwvvfQS//rXv2jXrh3r16+vNQm8mzRpQn5+Pq1atQJg+fLlnDhxooatUlF5dDAwMKBbt27k5+cTGhp6z0wdKvUHVUCq3EF+fj5BQUHY29vTrl07NWBGpUxYWFjwzjvvcOHCBSZOnMisWbPo0KEDb7zxBps3byYvL6+mTbwvRkZGxMbGsmfPHgA++ugj0tPTa9gqFZVHBwMDA7p3705ubq4qIlVUAalSmvz8fAIDA2nUqJGaRFalQtjY2PDee+8RFxfH008/zalTp5gyZQo9evRg27ZthISEPNKeySFDhvD7778TGBiIi4sLf/zxh3qhVFEppkRE5uTkEBYWpn436jGqgFTRU1BQQFBQEHZ2dri7u6viUeWhsLe3Z8GCBezZs4e4uDhcXFzw9fWla9eurFixoqbNuy8lU/IjRoxgzJgxeHt717RJKiqPDIaGhnTv3p2srCzCw8NVEVlPUdP4qAB/ikdra2s8PT1V8ahSJZR8ri5fvoyjo2MNW/NgioqKiIyM5L///S99+/bF2tqa/v37V6sNWq0WPz8/srOzMTc3p2XLlrRv375abVBRuRsFBQUcPXoUS0tLOnbsqF43HkBdS+OjCkgVCgsLCQoKUn8EVKqcJk2asHLlSv7+97/XtCnlZuvWrUybNo2jR4/i6upaLWMWFRUxffp0fvrpJ6ysrMjIyCAvL4+dO3cyfPjwarFBReV+qM6HslPXBKQ6hV3PKSws5OjRo1hYWKjiUaXKMTc3JzMzs6bNqDDdu3enb9++fPTRR9Uy3nPPPcfWrVsJCAggOTmZnJwcRo8ezaZNm6plfBWVB2FkZETPnj25efMmkZGR6nR2PUIVkPWYoqIijh07hpmZGZ06dVLFo0qV06hRI5KTk2vajArz66+/MmXKFObPn8/atWspKCiosrGysrJYv349P/74I127dgV0Hox27dqRmJhYZeOqqJQXIyMjevXqxY0bN4iOjq5pc1SqCVVA1lNEhJMnT2JsbEznzp1V8ahSZaSnp7N+/XpmzJjB8ePHOXbsWE2bVGHMzMxYunQp77zzDq+88gqNGzfmySefJDIystLHMjIyQqPRYGxsXGp727ZtOXjwIP7+/pU+popKRSkRkdeuXSM2NramzVGpBlQBWU+Jjo4mNzcXLy8vVTyqVAkpKSksXLgQBwcHXnvtNZKTk1m0aBGLFi2qadMeCkVRWLJkCfHx8axatYrs7Gy6dOnCO++8U6lpTRo0aIC7uztBQUGltk+fPp1Zs2YxYsQI3n///Uc+v6ZK/aFBgwb06NGD8+fPc+XKlZo2R6WKUQVkPeTixYtcuXKF7t27Y2BgUNPmqNRBVqxYgZOTE//973/54osvuHr1Kps3b2bx4sV06dKlps2rFGxtbZk4cSLbt29nzZo1bNq0CS8vL8aMGcPNmzcrZYyBAwcSGBhYapuiKHz00UesXr2aDz74gAULFlTKWHcjLy8PHx8fFEXRJ1hXUbkfpqamdOvWjbCwsEr7Hqg8mqgCsp5x7do1zpw5Q48ePWjQoEFNm6NSB9m0aRNz587l008/5dy5c0ybNq1Of9YURWHy5MmcOXOGiIgIYmNj8fHx4eLFiw/dt4ODAwkJCRQWFt6xb+rUqfj6+pKSkvLQ49yLIUOG6Es6enp6Vtk4KnULGxsbOnfuzPHjx8nOzq5pc1SqCMOaNkCl+khPT+fkyZN0794dc3PzmjZHpQ5SUFDAnDlzmDdvHtOnT69pc6odDw8Pjh8/jq+vL71792bSpEmcPXuWvLw8GjVqRK9evejQoQMuLi40atSIXbt2MX78eDSau9/L9+/fn7feegt3d3dOnTpFYWEhc+bMwcjIiPnz55OVlYWtrW2ln0dRUREjR44kICBAH/ikLnVRKQ9NmzYlOzubo0eP0rdvX4yMjGraJJVKRs0DWU/Iycnh8OHDuLu707x585o2R6WOsnnzZiZPnkx8fDx2dnY1bQ6gE0N5eXnk5uaSm5urf56fn09RURFarbbU379uK3leWFiIsbExBgYGaDSa+/4VEQIDAzl79iy2trYYGhpy+fJl/P39uXDhAgDGxsbk5eUxfvx4/vvf/2JqanqH7Tk5ObRv3x4jIyPOnj3LunXrmDFjBu7u7iQkJNChQwccHR358ccfuXz5MgsXLuTChQs8++yzTJgwgYYNG1boPfvhhx+YPHkyAGlpaVhZWVX8H6BSr4mIiCAjI4OePXve80apvlDX8kCqArIeUFBQQEBAAI6OjtWWAFmlfjJ79mzi4uLw8/Or9L6z87PJyM/AwdxBv01EyMnJ4datW2RmZpKTk1NKJObl5VFUVISxsTHGxsY0bNiQhg0bYmxsTIMGDTAwMNA/HiQK/fz8GD58+F1F51//FhYWkpeXV8qOEtFqZGREUVERcXFxmJubExISQmpqKh06dGDIkCH06tVLf36LFi1izZo1hIWF0aBBA1xcXHjyySf58ssvefPNN/nkk08wNTVl/vz5fPDBB7Rv3x4vLy82btyIkZER7733HtOnTy/3WufJVwOLAAAgAElEQVTHH3+c//3vf1haWnLjxg0MDdXJKpWKISIcP34cIyOjeh+0WdcEpPqrUMfRarWEhIRga2tLmzZtatoclTrOF198wdy5cx+6n4y8DEKvhBJ6NZQTV06wKXoTuYW59HDowfqB68nMzCQzM5Nbt25haGiIhYUF5ubmmJmZYWVlpReJDRs2xMjIqNIuWhX16JUgInph2bVrV3Jzc/Hx8SEsLIysrCwuXrzIpUuXMDU1pUWLFqSmpvL6669jZmZGcnIyaWlpGBgYkJ+fz8cff8ylS5fYvn07n3zyCStWrGD69OloNBpWrFjBV199xcsvv8yCBQsYN24cTzzxBAMHDizTVOLly5cByMjI4MKFC+qNp0qFURSFLl26cOTIEWJiYnBzc6tpk1QqCVVA1mFEhFOnTgGoJaZUqgVFUbC2ti5XmyJtEZHJkQReDuRY4jGOJRzj7I2zCHfOGpy/eZ6CggIaNWpEy5YtsbCwqFVrqxRF0XtBb58W7tixI6BLr7Vy5UqOHz9O69atady4Mc7Ozhw+fJiCggK2bNnC0aNHmT59Oo899hjm5uYUFBQQERGBg8Ofnllzc3PmzJnDM888w9atW9m0aROjRo3C2dmZkydPYmlpeU8bU1NTiYqKAnRpWVq2bFlF74ZKfcHQ0JDu3btz+PBhTExMcHJyqmmTVCoBdQq7DnPu3DkSEhLo06dPrbrIqtRennrqKSwtLfn222/veUx+UT7BicEcuHiAw/GHCbwcSGb+vcsb2pnYoSgKKdkpNDVvStIbSVVh+gPZunUrvr6+1TJWamoqO3bs4OjRo8ydOxcnJycKCgrIzMwkOTmZgwcPIiJYWVlhbm6Oq6srtra22NjY3PO7fuPGDbp160bHjh0ZOnQonTp1onfv3vr9IsL//vc/pk2bpo/s7t+/PwcOHKiOU1apB2RkZBAYGEiXLl1o3LhxTZtT7ahT2Cq1gsTEROLi4ujXr58qHlWqDQcHB5KSSgs8ESEiOYLdsbvxj/Pn8KXDZBfePbWHtbE13Zp3o7tjd7o07UKXZl1obtGchfsX8u7hd7l66ypZ+VmYNTCrjtOpMWxtbfnHP/7BP/7xD/02IyMjbG1tsbW1pV27dmRlZQG6i/LNmzeJiYkhLS0NMzMzvZi0s7PDzEz3XtnZ2bFhwwZmzpzJypUrOX/+PPb29lhbW+Pi4kJ8fDxnz56lqKhIP2afPn2q98RV6jSWlpZ06dKFkJAQ+vTpg4WFRU2bpPIQqAKyDnLjxg1OnTpFr169MDExqWlzVOoR169fx9LSkvTcdHbH7sbvvB87z+3katbVux7fyroV/Vz60depL71a9MLNzu2uSy08m+hyEApC9PVoujbvWqXnURsoEYZmZmY0bdoU0K15Tk9PJzU1lWvXrhEdHY2hoSFNmjShSZMmdOnSheDgYEA3XR4SEkJGRgZxcXH07duXNm3aMGHCBLy8vAgPD2fYsGE1dn4qdZPGjRvj7u6uT+/zsOuKVWoOVUDWMW7dukVwcDDe3t5q6g2VaiU+LR6/FD8chzjSaFkjCrV3Jr92tnJmSKshDGo5iAEuA2hm0axMfXds0lH/PCI5okYF5LVr19ixYweTJ09+5Co5aTQabGxssLGxoXXr1ogI6enp+gICmZmZNG7cmCZNmtCqVSs6dOhQqr2IYGNjg6enJ23atOG3336jV69eahS2SqXi5OREdnY2x44do3fv3urnq5ai/tfqEIWFhRw/fhw3NzeaNGlS0+ao1AMu3LzAr9G/8mv0r4QkhUBfOJ13Wr/fxNCEwS0HM8J1BMNaD6ONbcUyAbSxbYOxgTF5RXlEXIuoLPPvS0JCAps2bSIzM5PZs2cD4O7uzvnz58nPz8fR0ZEhQ4ZUiy0VpSSoydraGjc3N/Ly8rh27RrXrl0jKioKU1NTHBwcaNKkCdbW1iiKwtChQwHYsmULf/vb3zh9+jRbtmy5a55KFZWK4ubmRlZWFuHh4Xh7e6tBnrUQNYimjiAihIaGIiLql1GlSrmSeYWNURv5OeJnjicdv2O/o4Ujj7s9zhi3MQxwGUBDw8qZovL+2pvQq6EMajmIvVP2VkqffyU8PJzdu3ezb98+du/ejZOTE0VFRWRlZbF27VrOnTtHhw4dWLRoEaNGjWLx4sVVYkd1oNVq9VPdV69epaCggObNm9OiRQusrKxQFIW4uDgGDRrE8OHD+frrr2vaZJU6RmFhIYcOHaJ169Y4OzvXtDlVjhpEo/JIEh8fT1paGv369VPFo0qlk12Qze+nf+f78O/xv+CPVrSl9jcxbMK1/dcY3Xo0277aViWfQc8mnoReDa0yD+Ty5cuZM2cO7u7u9O7dm3379tGvXz/y8vI4ffo08fHxzJkzB61Wy6JFi7h161aV2FFdaDQaGjVqRKNGjXB3d+fWrVskJCQQHByMRqOhRYsWODo68thjjxEdHV3T5qrUQQwNDenatSsBAQFYW1ury65qGaqArAOkp6cTHR1Nnz591LUkKpWGiHAs8RhrQ9eyIXLDHal2Wlq1ZKLnRBzTHZn5xEwAnpv9XJXdwHja6wJprmdfJzkrGXsz+0rrOykpiTlz5rB27VqeffbZUvsaNmyIl5cX8fHxAKxevZrIyEh+/vnnShv/UcDc3Jx27drh5uZGamoqCQkJ7N27F0dHR0aMGEFBQYGa0UGl0rGwsMDT05Pg4GD69++vfsZqEfW7MGUdoKCggODgYDw9PdWUCCqVQlpuGp8d+wzPVZ70/LYnq0+u1otH24a2zOo6i6PPHSX2n7EYHzFm1pOz9G379u1bZXaVCEiAU9dOVWrfZmZmWFhYsHXr1vt6Fr/88ktmzpzJ+++/X2crOymKgp2dHe7u7qxfv56YmBgcHBzYvXs3ISEhXLt2Da1W++COVFTKiKOjI40bN9Yvw1KpHZRbQCqK4qMoyipFUX5VFGWmoijmVWGYyoMpWffYuHFjHB0da9oclVpO+NVwXvjjBZovb84rO18h6rquGomBYsBo19H8PuF3IqZGYH7IHOssa8LDw1m0aBG//PILIkJhYSF2dnZVZl9JKh+g0qexraysCAwMJCIigkmTJpGXl1dqf8lF7ZVXXmH16tW89tprlTr+o8iXX36Jv78/c+bMoXv37gwZMgRbW1vOnj3L7t27OXv27B3vk4pKRfHw8CA7O5u4uLiaNkWljJQ7iEZRlBFAJ2AMYA4MEpGU4n3vACPQTY2HAytFJKpSLa4AdTWIJjY2lsuXL9O3b99HLp2ISu2gSFvE1rNbWXl0JYfiD5Xa19K6Jc97P8/UzlNpaqHLMxgQEKD3Mk6bNo3Tp08TGBhYLbaKCI2XNeZGzg2mdp7Kd77fVfoYp06dYujQodjb2zNq1ChMTU1JS0vjzJkzvPjii1y9epUXX3yx0sd9FOnTpw99+vThww8/vGNfSe7IpKQkmjZtSuvWre9bHlFFpSxkZWVx6NAhunfvjq2tbU2bU+k8ikE0iqI4AK0BL+AG8IeIlGmBd0UWzPkD+wEF6FI8IIqiNAAaAu8DRkB/YKmiKNNEJPk2Y58BfIFrwHoROVoBG+o9qampxMTE0K9fP1U8qpSbW/m3WBu6lk+OfsKFtAv67RpFwyjXUczqOouhrYeiUUpPUjRv3lz/fO3atdW6DlBRFDzsPTh46SCRyZFVMkbHjh05fvw433zzDfv27SMtLQ0HBwe8vb0B6o141Gq1hIWFMWfOnLvut7S0pHPnzrRv356LFy8SGBiIhYUFrVu3pkmTJmogn0qFMDMzo3PnzoSEhDBgwAAaNGhQ0ybVehRFMQA6oNNs0SJSqChKM+AjYBI6LZYGpAI/AGX2tlUojY+iKMbAUsBaRKYqxS4+RVE0IrrwTEVRbIBg4G0R2Vi8bS7wDPAd0AZwByaJSELxfitgBWAC/FtEzhZvtxCRexfLfbC9dcoDmZ+fz4EDB/D09NRXoFBRKQsp2Sl8euxTvjj+Bam5qfrtVsZWTPeezuxus3Gxdrln+78KA61WW61i4ZUdr/DZ8c8wMTQh881MDDTVd/NUnbWwa5rc3FxMTEwIDAykZ8+eDzxeq9WSmJhIbGwshYWFtGrVCicnJzWoT6VCREVFkZGRQY8ePerUzUhVeSAVRWmMzoNoBhwRkWRFUQxEpEhRlNnAXCAU2CAiGxRFaQ78B7giIv+s6LgVDaKxAayA6yX2A4iIVlH0LgsFuApYAyiK0hKYCXwgIsuLn2cDrxbvNwM+RCc6I4EZxdubAemKouiTRCmK4qwoyovFb1q9QkQ4ceIEzZs3V8WjSplJykzi9V2v4/wfZ5YcWqIXj62tW/P5iM9JfD2Rj4d9fF/xCBAaGkpYWBgAM2fOfOCPe2JiIvPmzaNTp05YWFhgbGxM8+bN8fHxYebMmfzyyy8UFBSU+TxKAmlyCnOIu6mulapMzp49y/DhwwkJCcHY2BgbGxvOnDlTprYlaX/69++Pl5cXN27cYPfu3URGRpKTk1PFlqvUNdq3b09hYSExMTE1bcojgaIo1oqidFEUpVvxbG+JZxFFUToDfsAnwDzgP4qiuBaLxy6At4g4AwuAl4q7vAXEAw4PY1dFbw+tAQug1Er2Eg+koigmwHvF/f9WvLs3YAD8AlDssfQDSnJmNAMcROQlRVFMgduntqMAT+BSsfdzKrAIyAXWF4/dtHisCSJyuYLn9chz7tw5CgsLad++fU2bolILSMxI5MOAD1l9cjV5RX8GPPg09eFfff7F2HZjy+XF27BhA99++y0Ar7/++n2PPXDgAL6+vmRkZKDRaGjevDkODg5kZmYSHh7OiRMnWLVqFZcvXy5zENhfSxq62rmW2XaV+3Pu3Dl2795N27Zt8fHx4e9//ztr1qxh6tSpZfYClURw29nZ6QMi9u/fT4sWLXB1dVXrHquUCY1Gg4+PDwcPHsTW1pbGjeu2r0jRfcGcARcgWUSii7e3Recp7AzkAZeAUEVR3haRnOKZ3nnAGRGZXLye8Vvg3+imp28CxsWxKy3RaSmAHCAZ8C52+nkDbkAr4HMRuVkWu8vlgVT+/BWxR+cqvXJ7P8XisSXwc7Gxs0oCbIoNPCsiBSXKGbBDJwIBLgD+iqKcRCcKfyne3gA4B5RcOdqiE5NbS7YVK/JJgGtdFo/Xr18nLi4OHx8fNBo1A5PKvbl66yr/3PFPWn3ais+DP9eLx4EuA/Gf7M/x54/zRIcnyiweY2Nj6d69O0uXLiUlJYXnnnuO1q1b3/P4zMxM/va3v5GRkcHw4cM5e/Ys8fHxHD9+nNOnT5Oens7mzZsZOXJkuT7L7vbu+ufVVdKwvjBixAhef/11fR7Ml19+mZCQENavX1+h/kxNTfHw8GDQoEEA7Nu3j6ioKPLz8yvNZpW6i4mJCd7e3pw4cYLc3NwHN6ilKIpiCHyALrZkN/DybbsFXUByaxFphU4sPg48Wby/AdAX+AxARK4Cy9EFOSMicejiUt4qbvNl8fZ8dDPEfdHNJG8ApqMTkGX3KIhImR/8uWayF7AFaPeX/cOLT3YN0KJ4m3Hx31+BtcXPDYr//hf4+bb2lsA4YCxgUbzNBNgIfF38+lV0AnMmsLV4mwfwO7rpcX3/t/UrtZ2cnBzZuXOnXLt2raZNUXmESc1OlTf93xTTd02Fxegfw74fJkfij1Soz48++kiMjIzE29tb9u7dKx999JGkp6fft83PP/8sgFhYWMitW7cqNO69aPlJS2ExMn7j+Ert90Fs2bKlWsd7FFi2bJlYWFhITExMuduamZmVehgaGoqrq6v4+fnJ6dOnJSsrS2bNmiU2NjZiY2Mjs2fPloKCAn372NhY6datmzg6Osr333+v3/7dd98JIG+88Uap8Xx9fWXRokUVPleVR5PTp0/L4cOHpaioqKZNeWiKtcgdugp4AuiHLrBl3W37NIBhyfPiv3uBV4ufmwNFQJvb2tgAhYDbX8f6y7ij0Hkkre933P0e5XVjjVYUJQ7YUTz464qijARQFOVVYBmwUESmS7EnUERK5s00QNptCzuN0HkSjxe3V0QkQ0R+F5EtIpJZfGxOcdsSW7sCh9BFf6cVb+uNbk3mH8Wv61SWWxEhJCQEZ2dn7O0rr/qGSt0htzCXjwM/pvWnrfkg4AOyC7MBGOQyiMBpgeyavIteLXqVu98jR44wb948li9fzuHDhxk0aBBz5859YMqWklxubm5umJmZlf+E7kPJNLbqgax6XnvtNfr27cuwYcNISkoqV9tbt26VerRv356pU6fSr18/srOzef7559m7dy/h4eFERUVx+PBh3n//fX37hQsXsmzZMqKiovjiiy/Izs7W77OxsdEvf1Cp27i5uaHRaMq8Hre2UawtfxORQ0A6YFvslUREtCJSWPK8OBbEHQgobl6AbhbXFvQ66iaQCehTZig6DIr/lswk30Q3Ld62oraXV0DuQOcdnIrOJdoYeE5RFEfgNXSewA8VRfErTjY+qlgoAuwEBvPnos0Z6Fyl+24fQFEUzW0nWBI6fRPIVhTlH+jm7gOBDCBLURRLdGL2PHAMiiV+HeL8+fMoioKbm1tNm6LyiCEi/BzxM26fuTF3z1xu5uqWrnRv1p39z+xn7zN76dniwVG0oFsi8VeRsGzZMp544glefvllTE1Ny2xXicCMiYkhNTX1AUeXj5JAmvOp58kuyH7A0SoPg4GBAb/++ivNmjWjd+/e7N27t0L9HD9+nOjoaKZOnYqZmRne3t4cPHiQZ555hqioKLKzs3nzzTf162sBioqKKCws1P+9/WfdycmJJ554gkWLFj30Oao82iiKQpcuXYiPj+fGjRs1bU5Vk4ouHWKje+z/D7rZ1jDQO+iuoHOslcSWmKBb31gSwKwpFql6F25xX2nodFQ7RVHsFUUZryjKYkVR/lWs6R5IuQSkiBSKyKliL+EyERknIk+ISILoonwaAy+gW5+Yj05QFhU3XwOcBPwURdmCLnjmY4oXdZacVLHi1j8vbnu2+M2YBJxCt5A0Dp0YfQxwBX4TkZKx7qC2lt7KzMzk/PnzdO7cuU6lM1B5eL49+S1NPm7CpM2TiM/Q1Wl2s3Xj9wm/EzQ9iAEuA8rcV0pKCm5ubjRv3pwtW7YAumTR27dv57nnniu3bcOHD0ej0ZCRkcHgwYPZuHFjpf34e9h7ACAI0dejK6VPlXtjamrKzp07GTFiBEOHDmXcuHFERpYvD+e3337LiBEjaNasGQA3b94kMTGRJ598kp49e5KSkkJ2djbx8fGkpekmlhYtWsScOXNwd3fnpZdeusOTvWTJEjZu3Eh0tPoZqOsYGxvTsWNHQkNDKSwsrGlzKsT9sk3c5jRLQafLHG7bVxJt/Vbx9qWiy+VYkiTzADDgNtHXH50HsuQHt5RD7baxstFNda8DTgDz0QXr3ASyynJOlRqJISI3ROSwiHwtIv8UkaUlIrBYFL6OznN5CPiXiKwvcc8+gDB06y77A34iko0usMYTGAacAULu18GBAwdITk6+3yGPHFJcqrBdu3aVPg2oUruZv2c+0/+YzvVsXSatxqaN+WrUV0TOimRsu7El+cbu2T4lJYVt27axatUqzp07x++//87NmzrvZUny3piYGAoLC+nVq/xT366urvrpyLCwMP7+97/TqFEjWrduzcSJE1mzZo1eKJSX2yOxK7smtsrdsbCw4Msvv+TYsWNkZWXRsWNHxo0bx+HDh7l27dp9L47Z2dls2LCB6dOn67eV1Bu3trbGysqK7t2706NHDwAOHjzIrVu3aNeuHSdPniQpKemuNzHOzs688MILvPXWW5V8tiqPIs2aNcPa2rrWTWWLCBcvXiyr9z4VndPNCXQ5t4uX/D2GLj5ktohcLO63JBrta3TrHpcoijIOeAXYJyIHi48rdSG47XU84CsiGhFpISLdRWRssX6r/Cjsh0VEborIdhFZISK7lbK71E6jK7UTJyLni/vSoksTNB7YIyL3dW+0a9eO8PBw/Q9gbSA2NhYDAwNcXFxq2hSVR4icnByGmA5BU/z1NTU0JeSFEF70eREDxYCff/4ZLy8vNBoNb7zxBqtWrbrjAj9r1ix8fX2ZOXMmU6dOJTQ0FIAOHTrg7u5OcnIyly5dwsTEpMIl6ubPn8+hQ4fw9fXVp2+Ji4tjw4YNPP/88zg7O7N69epy9+tq54qxgTGgroOsbrp27cru3bs5dOgQIkL//v1xcHDAycmJBQsWsHXrViIiIoiJieHq1asA/PLLL5iamjJq1Ch9P+bm5gCkp6frtxkZ6VY7tWjRgsOHDxMdHf1Ab9Pbb7/N/v37CQoKquxTVXkE8fT0JCEhodKXxVQVKSkpHDhwgISEBP0N0t24TdRdojj1TvH2PEVRXIF30c3goijKm4qirCgWlYhIMLolgQo6B10ExVHZ96N4tvehxFCNlgko61pFEUlSFKUFt9lbPM+/E13k96YH9dGsWTOaNGlCbGwshw4dwsnJibZt2+p/tB41MjMzOXfuHP369VOnrlUA3TKM2NhYzp8/j4uLC2/3fZslh5eQXZjNyqMrWT58Od988w0zZsxg8ODBAKxYsQKAtLQ03nzzTXJzc5k2bRq//fYbBw4cIDMzk7FjxxIYGEjjxo2Jjo4udcPi6ur6UJ+/vn370rdvX/Ly8jhx4gTBwcHs3LkTf39/MjIyeOGFFzA3N2fixIll7tNQY0j7xu0JuxpGRLIqIGuCkjrZly5dIj09nb179/LDDz+wfPnyUonDR40axdmzZ3niiSdKVaWxsbHB0dGRsLAwfTqosLAwWrRogbe3Nzk5OURFRbFv3z48PDxo2rTpXT+HjRo1Yu7cucyfP79O1k5WKU3JVPbJkycZOHDgI1vGNzs7m6ioKG7evIm7uzvNmjV74O9ocTGVHuhmVjsrijIVXenoaHRpEG2APuiW74UB+giyYsfa1Co4lftT0fDt2vTgL2l8srOz5cSJE7Jjxw65dOmSaLVaeZTQarVy8OBBiY2NrWlT6jdare6xbp2InZ3I5cs1Zsq1a9fE399fAgMDJTMzs9g8rfRZ20dYjGgWacRjgIdoNBr5z3/+IyIiwcHBkp+fL2PHjpUWLVrI0KFDxd7eXpo2bSpHjvyZ0ufy5cuyd+9eyc3NldOnT8u5c+fEz89PAPnggw+q5HzCw8PFwcFBAHF1dS13+8mbJwuLEftl9lVg3d2pj2l8yktRUZEkJydLYmKiHDx4UMaOHSuAaDQaWbJkSaljFyxYIF5eXnLlyhW5cuWKeHl5yb///e9SxyQnJ4u/v78cOXJE/7n/7rvvpFOnTvpjbt26JQ4ODmJnZ6em8aknBAcHS0RERE2bcQcFBQUSHR0t27dvlzNnzkhhYWGp/dwljY8Upx4EVqNbA7kdWAm8gU5MGt6tzaPwqHEDquUk75EHMjU1VQ4ePCgHDhyQGzdu3PWYmuDcuXMSEBDwyAnbesmHH+q+JiDSuLFIfn61Dp+dnS3Hjx+X3bt3S1JS0h2fiRNJJ0RZrAiLEZe3XeTzzz+/45h3331X7O3tZeTIkbJ+/Xq5dOlSmca+cuVKpZ3H3fj8888F3QJvSU1NLVfbjwI+0ue4vHarenKjqgKy/MydO1f69esn33//vWg0Gjlx4oR+X35+vsycOVOsra3F2tpaZs2aVSoPZAlFRUX6m5qoqChZs2ZNKQEpIvLll18KoArIekJubq7s2LHjkblua7VaiY+Pl507d0pISIhkZ2ff9bh7Ccja+ihJDF6n0aVGuvt5iggJCQlER0fTqFEjOnTogImJSTVb+CeZmZkEBATQr18/NXCmJhGBjz6Cf/2r9PbXXoPiaeGqHV6Ij4/XTylrtVpycnJo0KAB8+fPx8PDg7y8PIKDgzlqf1Q3wQHs+McOHmvzWJXbVxmURPYCXL16lSZNmpS57a7zu3jsR9157pm8hyGthlSJjbezdetWfH19q3ycukhqaip2dnYAVPSaUzKtnZaWhre3tzplXc9JSkri9OnTDBgwoEansm/evElERAQigqen530/l8XBjXVmTVq9r4enKAotWrRg8ODBmJqasn//fs6ePUtR0T0zAlUZIrqo66pIvqxSDgoLYcaMP8WjuTmUrAv8z3+gAoEf5SEvL4/jx48TFxeHoihMmTIFDw8PunbtSqdOnThy5Ah79uzh4sWLeHp6svWVrVg0sADgtV2vUVB074jY6iIlJeWBQiEwMBDQReKWt9atZxNP/fPI5PKllFGpfqKidCV4hw8fXuHfVhMTE3x8fOjQoYM+r2RtTc+m8vA0a9YMS0vLGovKzsnJ4eTJkxw7dgwXFxf69etX725q6r2ALMHQ0JD27dvTv39//aLwxMTECt8tV4TY2Fg0Gg0tW7astjFV/kJWFvj6wjff6F63aAGBgbB/P5SInJkzda+rgCtXrrB//35MTEwIDg5mzJgxeHt7ExERQVRUFP7+/ly4cIGwsDC2bdvGN998w5jBY1jYfyEAZ1LO8EXwF1ViW3n44Ycf6NSpE19//TXXr18vtS87O5uVK1eydOlSAKZOnVru2u5NzZtiZ6LzaKmpfB59SoIVf//994f2FjVr1owBAwaQmZnJwYMHycjIqAwTVWohHTt25PLly9UalV1UVERMTAz79+/H2NiYwYMH4+TkVC+DXev9FPa9SElJISIiAiMjIzw8PLC2tq4i63SoU9ePANevw6hREByse+3lBdu3Q9OmuteBgTBwIOTng60tHD0Krq6VMvSJEyc4ceIEZmZmhIaG8vnnn2NmZsby5cuZOnXqA9vnF+Xj/qU751PPY2VsxbmXz9HYrHxevcpk5cqVvPrqq/rXJWU4MzIyiI+P10fqDhs2jN9//71cVW5KGLBuAAcvHcSnmQ/BzwdXmu33Qp3CrjhxcXG0bt2ayMhI3N3dK6XP25d5tGnThjZt2tTLi3h9JzExkTNnzlT5VLaIcOXKFaKioixg5wIAACAASURBVLC0tMTDw6Pc1+q6NoWtCsj7ICJcunSJM2fO4ODgQPv27TE2Nq50+0SEgIAAmjdvTqtWrSq9f5UycOkSDBsGMTG618OGwaZNYGFR+rgffoDJk3XP3dwgKAhsbB5q6LfffhsXFxfi4uK4cuUKqampjB07lieffLJcORi3nd2G7wadwJnRZQarRq96KLsehoKCAo4cOcKuXbsICAggISFBnxewSZMmeHt7M2nSJJ544okKX/Rf9nuZz4M/x8TQhMw3MzHQVO06KFVAVhwRoVevXjg4OPDdd99hbm5Ofn5+hW4c/kpWVpY+j6mXl5d6A14PCQ4OxtTUtNJuTv5Keno6kZGR5OXl4eHhgb29fYX6UQVkLaSiArKEgoICzp49y+XLl3F1daVVq1blnnK7H7GxsVy5coXevXurd9A1QXS0TjAmJupeP/00rF0L98oR+vbbUFxlhcGDYceOex97H4qKitizZw9JSUlYW1szfvz4Cp6ADhFh+A/D2RO3B42iIfTF0FJVW+oa35z4hhf/9yIAMbNjcLWrHG/wvVAF5MMREhLCgAEDShVyCAsLo1OnTg/dt4gQGxvLuXPn6NChQ72dUqyv5OXlsX//frp161ap6xDz8vI4c+YMV65cwc3NDWdn54e69tc1AamugSwDJdPYffr04fr16+zbt49r165VSt+3bt0iJiYGLy8v9QevJggJgX79/hSPr78O69ffXxAuWQJPPKF7vncvvPKKLmq7HGRkZODv78+hQ4cIDw9n3LhxFTyBP1EUhU8e+wQDxQCtaPnnzn9W6xre6sbT/s9AGnUd5KOPj48Pb775JgAuLi6sXLmSjh0r5wZHURTatGlD7969uXDhAsePHyc/P//BDVXqBMbGxnh6ehIaGlopAbAlRRv27duHoigMGjSIli1bVqrjqC6gvhvlwMLCgp49e+Lp6UlkZCRBQUFkZmZWuD8RISwsjLZt26rTLjVBQIDOg3ijuArm++/Dxx/Dg34kNBqdyPQuzp3z1Vfw+ef3bZKTk6Ov/ZyQkMCBAwdYt24du3btYsWKFZV289ChcQdmdZ0FwIGLB9h8enOl9Pso4mHvoX+uRmLXDjw9PTEyMsLKyornnnuu0m+aLS0t9evIDx48WOF66yq1j+bNm2NpacnZs2cfqp/k5GT279/PtWvX6N27Nx07dqRBgwaVZGXdQhWQFaBJkyYMHDgQe3t7AgICiIiIqNDdbmJiIoWFheq6x5pg3z4YPhxKIji/+ALefBPKekEzM4Nt2/4MsHn1Vdi5U787NDSUtm3b0qNHD7p27YqlpSUODg7Mnz+fPXv28M9//pOsrCz8/f0rfeH34gGL9RHKc/bMIbcwt1L7f1SwMLbAxdoFQC1pWEsYM2YMJ0+eJDw8vMrSr2g0Gjw8POjQoQNBQUHEx8dXyTgqjx4eHh5cunSp1DKJsnLr1i2OHj3KqVOn6NChAz179izXGvT6iCogK4hGo6F169YMGjQIrVbLvn37uHDhQpmnDAsLC4mOjsbT01Oduq5udu/WRVtnZ//pTZw5s/z9NG+uE5EmJqDVwoQJxP3vf4wbN06f6HjIkCH4+vqyfft2fv31Vzp16sTNmzf57rvv+O2337B5yACcu2FjYsP/Dfw/AC6mXWRFUNUnPq8pStZ4qgKy9uDu7k7Pnj1ZsGBBlebbbd68Ob179yYmJobw8HA1Z2Q9wMTEhNatW+vzjpaFgoICoqKiOHz4MHZ2dgwcOPCetddVSqMKyIfE2NiYTp060bNnTxITEzlw4MAdee/uxvnz57G1tdVXZ1CpJnbuhDFjIDcXDAzgp59gypSK9+fjA99/r3uekYHG1xeuXycwMJCgoCDeffddZs6ciYjg6urKxIkTef311xkwYIA+N15V8EKXF/RTvO8ffp/EjMQqG6smKVkHeT71PDkFOTVsjcqDWLFiBT169MDLy4sdO3YwcuTIKl2na2lpSf/+/cnNzSUgIECfPkql7tK6dWvS09MfeB0uybKyd+9e8vPzGThwIK6urjVa1aa2YVjTBtQVrKys6N27N1euXCEsLAwrKyvc3d3vurYxOzubuLg4BgwYUP2G1md274axYyEvDwwNYeNGKEPkc3Z2NqGhoYSEhBAXF4epqSmJiYkYGxvTpk0bCgsLsW3WjJeS/p+98w6L4ur++HeXjoCIKFUURFERu2JDBWs0aqLGEjX+NCYafdXE1yQmxpZiNEXNm5hojBo10Rg0GgsISBGQLqCwSO/S29KWZXfn/P4YWUJEYWEL4H6eZx5mZ2fuPXeZcubec78nD/0YBn9xOOCMGgUCkJGRgcTERIwcORLm5uaKb+MTNLma+G7Od5h+bjpqRDX4yPcjnHv1nNLqVxYNDiRDDHjFPIyxHKNii9Q8i8rKSnzwwQeYN28eLl26BACoqKhQeE+PlpYWxo0bh5SUFNy9exdjxoyBqampQutUozo0NDTg6OiIuLg4TJs2rdmJL6WlpYiLi4OGhgbGjx+vcJ3nropaxkcBSCQSpKamIi0tDf369cPAgQOhqdnoq0dFRcHAwACDBg1Smk0vPL6+wMsvsz2PmpqAuzvrTD4DIoKfnx/Onj2LixcvQiwWY+DAgRgwYADq6upgZWUFoVCI2NhYJCUlYeaMGbikrY0eHh4AAGbNGsRu2YIKPh/jxo2DgYGBslrahEWXFuFq4lUAQNibYXC2dlaJHYoioTgBjj+y2m+nF5zG2pFrFVaXWsanfeTl5cHKygqPHj1C3759kZKSAgcHB4Vo6z6LoqIiREdHS+XY1MOUXRMiQkhICCwtLZtkdqutrQWPx0N5eTkcHR1haWmp1HNALeOjpkU0NDTg4OAAV1dXCAQC+Pr6Ijs7G0SE0tJSlJaWwt7eXtVmvjgEBTUdtr506bnOI8MwOHToEGbPno28vDxcvnwZFRUVSEpKws2bN3Hnzh2cPXsWf/zxBzZsYHUIhzo5oceVK8CECQAA7tmz6H32LKZMmaIy5xEAvpn1DbQ12BmE225vA0NdKw5sYM+B0vap4yA7Nr1794apqak0VeewYcOU6jw22ODi4oKcnBzcv39foTGYalQHh8PB0KFDkZSUhPr6eojFYiQmJiIgIACGhoZwc3ODlZWV+gWinah7IJVAWVkZ4uLiQEQQi8UYNGgQrK2tVWbPC0VUFODmBlRVsRNmLl4Eli59areYmBgEBQUhLS0NXl5eqKiowOnTpzF37tznFi+RSJCfny+9GVWlpkJz0iToFRWBOBxwrl5lc2urkI99P8aXwV8CAM69cg6rh69WqT3yZsTxEXhQ+AAz7GbAZ7WPwupR90C2n3379uHEiRNITExE9+7dVWaHRCJBTEwMBAIBnJ2d1TItXZQHDx6gtrYWVVVVMDExwZAhQ+SS/aitdLUeSLUDqSQaNB9zcnJgaWkJR0dH6OnpqdSmLg+Px4qEl5Wx8jxnzzamIfwHYrEYOjo6TWZpLlq0CFeuXJGpupKSEkRGRmKkpibMFy0CqqtZuZ/gYGDEiHY3p61UCavg8IMD8qvzYWFggeQtyTDQVl2vqLxZfXU1fnv4G3p3643CHfIR+G8OtQPZfgQCAZycnDB8+HC4u7s3G58mEomk6S9Hjx6NIUOGKMQWIgKPx0NRUREmTJigvh93McrLy/Hw4UPw+XyMHDkSffr0UbVJXc6BVA9hKwmxWIzCwkJMnDgR+vr68Pf3R1JSknoIRVFkZrLpCcvK2M8//tis8wgAmpqaCA8Px+bNm7Fs2TIAwF9//YVff/211dU9fvwYkZGRGDNmDMxnzmRnd3M4QE0NMH8+kJ/fzga1HUMdQ3w5ne2BzK/Ox5dBX6rMFkXQMJGmqKYIxTUtKyCoUR16enq4du0avL29sWbNGtTW1kq/Ky8vx/vvvw9tbW24ubnhgw8+gKOjI8aOHYu8vDy529IwzGljY4OgoCBUNmjCqunU1NXVISYmBuHh4ejXrx8cHR2Rk5PTpbNyqQp1D6SS4PF4qK+vx8iRIwEANTU14PF44PP5cHR0VOtOyZOiImDyZCAlhf188CDw4YetOlQsFuPQoUOIjY1FWFgYMjIymkyAao60tDSkpqZi/PjxTYflvv0W2LGDXR83DggIYDUjVQBDDCacmoCIxxHQ0dDBo82PYNvDtuUDOwG3U2/jpd9fAgDcWX0H0+2mK6QedQ+k/IiMjMSSJUvQvXt3HDhwAJcuXcJvv/3WZJ/p06dDIpEgICAAV69exSvPiVtuL7m5uYiPj1fP0O7ESCQSpKenIzU1FTY2Nhg4cCC0tLTAMAz8/f3h6OioVCWM5lD3QKqRmerqamRnZ2Pw4MHSbd26dcO4ceMwYsQIJCUlISQkBHw+X4VWdhGqq1mR8AbncceOVjuPANsbuWvXLixatAi5ubmIjo5+5r4NQ2CZmZlwcXF5OqZr+3Zg/Xp2PSICWLtW5pzZ8oLL4eLo7KMAAKFEiB0+O1RihzwRSUSILYhFQnGCdNvJ6JMqtEhNaxk7dizu37+Pfv36Yf78+U85jwD7MhcQEIDFixe3GIvcXqytrTF69GhERkbi8eOuqZnaVSEi5Ofnw9/fH2VlZXBxcYGjo6NUZ5fL5UrTD6tH/OSLugdSCYSHh8PExAQDBgxo9nuGYZCVlYWkpCRYWFhg0KBBSp+d2CUQidjZ1g0pBdesAc6caX16wn8wcOBApKSkQCKRNBunxTAMYmJiUFNTg/Hjxz87CL++nh1Kv3uX/bxvH7B3r8z2yItVf63C73G/AwD83vCDq62rymyRlceVjxGcHYzQ3FCEPw5HTH4MhBJhk30G9hyIpP+0Lxfus1D3QCoGkUiEnTt34vDhxoxJLi4u8Pf3x+XLlzF37lwYGhoqxRY+n4+wsDCpzI+ajk1lZSXi4+OlsbW9e/d+5r5hYWEwNTVVqQKKugdSjUwUFRWhqqrquTcjLpcLW1tbuLm5gcvlws/PD2lpaerUW7JABGzc2Og8vvQScPJks87j77//Dg6HA2tr62fGxaxbtw5aWloQiURPfScSiRAWFgaxWIyJEyc+fwantjZw5QrQvz/7ed8+VkZIRRyacQj6WuwsxHe93oWE6bhv5HlVeTj/4DzW/b0Odt/ZwfqINZZfWY7vwr9DWG5YE+eRAw70NPXQx0j1gfJqZENLSwvz5s1rss3a2hqPHj3Cq6++qjTnEWATQri4uCAjIwM8Hk8dN9dBqa+vx8OHD3Hv3j2YmZnB1dX1uc4jwObJTklJQV1dnZKs7PqoeyAVCMMwCAgIwODBg2FhYdHq4/75VjV06FCYmZkp0MouwuefA7t3s+ujR7Pxhs/QX3zrrbfwyy+/AGDle0Y8mSG9du1auLm5YdKkSVi4cCF69eoFX1/fJrGp9fX1CAkJgbGxMYYNG9Zs72SzJCYC48cDfD6gq8v2SI4b1+bmtofPAz/Hbn/2t/pp3k/YOGajSuz4N/WSegRlBcEz1RO3U2+DV9x8PlstrhZGWYzCOKtxGGM5BqMsRsGhpwO0NBSXGhJQ90AqkpiYGIwaNarZl7br169j/vz5SrVHKBQiPDwchoaGGDFihDo+vYPAMAwyMzORlJQES0tLmUfr4uPjIRKJpHMRlE1X64FUO5AKJD09HQUFBZgwYYLMNyAiQmFhIeLj42FgYABHR0elvol3Kv74A1ixgl3v1w8IDQWeESydnp6O/v37o1u3btDV1cVXX32FdevWoba2Vpp2cv369fjll18QHx8PR0dH6bEikQghISEwMTHB0KFDZX+o+PiwPaMSCWtfRASgAmkJgUiAwccGI4ufhZ56PZGyJQU99Hoo3Q4AqBRWwiPFA9cSr8Ez1ROVwqdnwhpoG8DFxgVT+k6Bi40LRluOhq6mrtJtVTuQiuW7777Dvn374Obmhr/++ku6ffPmzfjhhx+Ubo9YLEZYWBgMDAwwfPhwtROpYoqKihAfHw8dHR04OTnByMhI5jJEIhF8fX1Vlr5Q7UB2QlThQEokEvj4+LT7RGUYBunp6UhJSUGfPn3g4OAgDQ5WAyAsDJg2jc1v3b07EBICPEc3rrCwEKNHj0ZJSQmEQiFWrVqF8+fPIzY2VvpWOmbMGERFRWHZsmX4448/ALA3ntDQUBgbG8PJyantD5MffwQ2b2bXR4xgs+SoIFPN5YTLeM39NQDANudtODrnqNLqrq6vxvWk67jEu4TbqbdRL6lv8j2Xw4WzlTPm2M/BDLsZGGs5VuG9i61B7UAqFqFQiAkTJkBXVxd79+6FhYUF+Hw++vfvD0tLS5nKIiK5OHxisRihoaEwMjLCsGHD1E6kCqiurgaPx0NlZSWGDh0Kc3Pzdv0f0tPTUVxcDGdn5ad1VTuQnRBVOJDyPknr6uqQmJiIgoICDBo0CH379lXfzHJygLFjgcJCNkXh7dvAjBmtOvTSpUtYvnw5unXrhoqKCqxbtw48Hg8vv/wyeDweUlJSsG3bNqxbt04a8yi3h8iWLUBDj8orr7Axkq0dCpcTRATXs664m3UXmlxNxL0Th0GmisvNLmbE8EnzwfmH53Et8RoEYkGT7410jPCS/UtY4LAAc+znwETPRGG2tBW1A6l48vLy4OLigmHDhuGvv/5q07VWVVWFwYMHY/bs2fjkk0+a5EJuC3J7eVQjEyKRCMnJycjKyoK9vT369+8PDQ2Ndpcrr86dttDVHEgQUZdf2GYqD7FYTLdv36by8nK5l11eXk6BgYHk7+9PxcXFci+/01BdTTRiBBE7fYbo+HGZDv/kk08IAOnq6lJtbS3169ePDh8+/NR+IpGIAgMDKSYmhhiGkY/tIhHRrFmNtn/4oXzKlZHY/Fji7ucS9oHm/DZHfu37BymlKbTTZydZfGNB2IcmS4+DPWjdtXXkkexBdaI6udctb65du6ZqE14I4uLiSFtbm/bu3dum469du0YAyNLSkgBQTEyM9LukpCT64osvSCKRyFRmfX09BQQE0MOHDxVynahphGEYyszMJE9PT7p//z4JBAK515GamkphYWFyL7clnvgiKveJ5LWoZ2ErgKysLHTv3l0hbzfGxsaYPHky7O3tER0djcjIyCbZHF4IiIA33wRiY9nP//kPsGGDTEWUlJQAAObMmQM9PT0sXLgQJ06caKITprAYKE1NdiZ2gy7ooUNsmkUlM9x8ON4a9RYAVozbI8VDLuWKGTGuJFzB9HPTMeD7ATh47yDyq9lMPHqaelg+dDlurLiBgh0FOLXwFF4a8BJ0NNWyVWpYhg4diitXruDAgQM4eVI2XU+JRILTp09j6tSpePjwoXRbbm4uOBwOHBwcsGvXLiQnJ8tUrpaWFiZOnIjS0lL17GwFUlZWhrt37yIrKwvOzs4YNWoUdHXlH+/cr18/lJeXq7WX24nagZQzEokEKSkpcHBwUFgdDRI0bm5uMDIyQkBAAB49egSxWKywOjsUX3/dKIXj5gYcOSJzEQ2OYmxsLCQSCfh8PpKSklBTUwOAdR7Dw8Ohr6+vmFmYxsbAjRtAz57s57feYuMhlcxnrp+huw4rgL7de/tT8YiyUFJbggNBB9DvaD8scV8Cvww/6XcT+0zEyfknUbCjABcXX8TLA1+GtsZz5I/UvNC8/PLL+Prrr7Fx40YcPXq01Q7bgQMH4Ovri++//x5CISvztGnTJpQ1pDR9QlVVlcw2NTiRJSUlSEhIUDuRckQgEOD+/fuIjIxE//794eLigh49FDexT0NDA/b29khKUoxm7AuDqrtAlbFAiUPY6enpFBoaqrT6iIhqa2spMjKSbt++TdnZ2V17iMXbm4jLZYd++/UjKilp9aF1dXV048YNKi8vpy+++IIAEADy8PCQrhOxIQj37t2jqKgoxf+Wd+8SaWmx7enZkygtTbH1NcPhkMPSYeVv7n0j8/HJJcm08cZG0v1ct8kQtfFBY9rmuY14RTwFWK181EPYyufcuXOkra1NGzdupPr6+mb3SUtLo2PHjtHnn38uDUshYodCP/roI+m1DYBsbGwIAGVnZ7fZJqFQSH5+fsTj8br2vVYJiEQiSkxMJA8PD0pISCCRSKTUuj09PamiokJpdaKLDWGr3AClNFJJDqRYLCYvLy8qKytTSn3/pqSkhPz9/enu3bsqs0GhZGWxThZApKdH9I/YptaQkpLS5GHSsBw9epQA0Pbt20kikVBoaChFRkbKHCfVZk6fJmk85JAhREq8oRERCcVCcvjegbAPZPSlERVWF7bquOi8aFry5xLi7OM0cRydfnSik/dPUk19jYItVy5qB1I1BAUFkampKa1du5aIiPLz8ykuLo7q6ti42Z9++kl6La9YsYJ++OGHJsenp6fTpEmTmlzzeXl57bKprq6OfH19KTExsV3lvKgwDEO5ubnk5eVFERERVFOjmntFSkoKRUREKK0+tQPZCRdlOZAZGRkUEhKilLqehTICkFVCXR3RuHGNjtb5820qZsyYMdKHiJ2dHb399tt04sQJsrOzI4ZhKDo6mkJDQ5XnPDbw/vuNbZszh51oo0RuJd+SOoDr/17/3H0jciNo3u/znpoUM+/3eeSb7ttle2XUDqTi4fF4dP78+ad6GwMDAwkARUVFSa/h7t27088//0xisZhWr15NAMjKyqrZnsry8nLpPpqamnTjxo122yoQCMjb25uysrLaXdaLRHl5OQUFBZGfn5/KJ4I29ELy+Xyl1Kd2IDvhogwHUiKRkJeXF5WWliq8rtZQX19P8fHx5OHhQUlJSSQWi1VtUvvYsqXRwdq0qc3FJCQkEAD68ssvicPhUGxsLF2+fJm6d+9OSUlJ5O/vr9RhFCliMdGCBY1t3LpV6Sa89NtLhH0gzj4ORedFP/V9TH4MvXzh5SZOo8Z+DXrj6hsUXxivdHuVjdqBVCx8Pl86xLxs2bKnXuKcnJxo7ty5BIC8vb3p8OHDpKmpSVu2bKGff/6ZunfvTrNmzXrmC0zDy/WECRNo165dcrG5srKSPD09qaioSC7ldWUEAgHFxMSQp6cnZWRkdJgXzeTkZKX1QqodyE64KMOBzMjIoHv37im8HlmpqqqisLAw8vb2pry8vA5z0crE5cuNjtXYsWxvZDuYOHEiAaAxY8YQEZGrqystWrSIvLy8qLa2Vh4Wt42qKqJhwxrb+tNPSq3+UfEj0vxUk7AP5HLaRXqupJam0vLLy5s4jlqfatGGGxsoozxDqTaqErUDqVg2b95MdnZ2FBwcTEZGRrRkyZImL77/jFtuwMfHh8zMzMjKyopWrlzZqh6t3bt3k6Ojo9xGGYqLi5Xai9XZkEgklJKSQh4eHhQXF/fMWFZVocxeyK7mQKqFxOUAwzDw9fXFqFGj0LNhVm0HQx5poFRCRgabsaWykp25HBPDpitsB/v378e+ffswYMAAJCUlwcXFBdu2bcPs2bNV/7tkZ7M5stsgji4Ptnttx5Ewdlb76QWn8aDwAX6M/BEihs1PrMHRwNoRa/HJlE/Q17iv0uzqCKiFxFka5MMYhkG/fv0wa9asdgs8MwyDXr164auvvsKbb76JBw8eYOLEidi3bx/ef/996T7//e9/ERGxCH//7QJT07bVlZ2djaFDh2Ls2LFwdnbGO++8g9raWtja2kJbu23KADk5OXj06BGmTJmiENmZzghR50nHm5ycjMrKSowZM0ah9XQ1IXG1jI8cyMnJgb6+fod1HgGgd+/emDZtGiwsLHDv3j08ePAA9fVtl2xRCiIRm+O68kl+5DNn2u08ApC2WygUorq6Gtu2bcP169dV7zwCgI0NcO0aoKPD5sx+7TVAiVITe6bugak++2Ref309vgv/Tuo8Lh+6HIn/ScTJBSdfOOdRDYu7uzvGjBmDr7/+Gt999x1eeeUVODs7IzExsV3lcjgclJeXo9+T63v48OH45ZdfsHPnToSHhwMAuFwuNDSOICTEBX37AtHRbavLxsYGoaGhsLKywt9//w0bGxsMGjQIs2bNQmXl07nYW0OfPn3Qt29fhIWFvThyas+hqqoKYWFh4PF4cHJywvjx4zus8wgAtra2KC4ubpO804uM2oFsJwzDIDk5GYMGKS4NnLzgcrmws7PD9OnTweFw4Ovri/T0dDAMo2rTmmffPuDJwwNbtrBp/+RAXFwcuFwuTE1Nce/ePYSEhCAvL08uZcuF8eNZZxkAKiqA+fOBf+nYKQpjXWPMHzgfAMCAPS+m9ZuGqLeicHHxRdib2CvFDjUdj7i4OCxduhTdu3dHamoqEhMTkZaWBjMzMzg7O8PHx6fNZXM4HBgZGTVx4FasWIGpU6fi3LlzAICoqEbJ19paYO5c4IlWuMw4Ojri3LlzePjwIWJiYhAWFoa8vDy8/fbbbW7DwIEDYWRkhPv37+NFGNlrjvr6esTFxSE4OBi9e/eGq6srzMzMVG1Wi2hpaaF///4yC8y/8Kh6DF0ZCxQYA5mVlUXBwcEKK1+R8Pl8Cg4OJl9fXyosbJ10i9IICCDicNhYwGHDiOQwm/zo0aP05ptvEofDoVGjRtF3331H77zzDvXr14/u3LkjB6PlzJ49jfGQ06YRCYVKqVYoEpLu57qk+akmfeL7SeeMm1UAL3oMZHp6OllYWJCBgUGTc0IsFtPmzZvJ1NS0XZP1+vbtSz///HOTbefOnaNu3bpRUFA6WVoyBDTeFgAiQ0MiL682V9kET09P0tTUpBIZtGX/jUQioeDgYHr48KF8jOokSCQSSk9PJ09PT4qJiZFKLHUm6uvrycPDg6qqqhRWB7pYDKTKDVBKIxXkQEokEvLx8VG5FEF7YBiG8vLyyMfHh8LCwhR68bSa8nKiPn3Y01NXl4gnHyFqOzs7AkAcDocuXrxI7733HgGg8PBwuZQvdyQSotdea3xavvUWkZKcuaCsIOIL1JMC/smL7kASEWVmZpKuri6tW7euiZPQoLGa1g4h/MWLF9OSJUuabIuKiiJAj4BI6WVw9CjRhIiSsQAAIABJREFU1183XhaamkRnz7a5Wil1dXXE4XDI39+/2e8TExNp9+7dtGrVKvrmm2+e+WJVX19Pvr6+lJqa2n6jOgFFRUXk5+dHwcHBShXlVgSJiYkUFRWlsPK7mgOpHsJuB3l5edDV1YVpW6O5OwAcDgcWFhZwdXWFiYkJgoKCwOPxIBKJVGfUli1ATg67/u23wJAhcil28JPc0ytWrICFhQUKCwvRp0+fjhH72BxcLvDrr0BDYPfJk8DRo0qperLNZBjpdtDfRY3K6Nu3L/z8/ODh4QFra2scOnQIABtDZmdnh+3bt7e57HfffRdXr17F3Llz8ddff2Hjxo0YM2Yceva8BYC9BoYMCcLWrcCOHcCff7KhwmIxsGYN8M037WtbdXU1iAjdu3eXbsvNzcXhw4cxc+ZMDBo0CDdu3EB+fj527NiBzMzMZsvR0tLC+PHjkZqaisLCwvYZ1YGpqalBREQEYmNj4eDggIkTJzb57TojdnZ2KCoqQm1trapN6Ryo2oNVxgIF9UAGBgbS48ePFVK2qhAIBBQdHU2enp6UmZmp/OHLf0r2vPSSXHvcvv32W5o6dSpduXKlcw2xPH5MZGXF/iZcLtGtW6q26IVE3QPZSH5+Prm6uhKXy5XqpgYHBxMAKigoaHO5kZGR9OqrrxIAGjJkCK1YkSa9HYwbx6fCwqYZtu7eJerevfGW8eGHbb9leHp6kra2tjQrio+PD9na2pK+vj6tX7+ewsLCiIjIzMyMALSoF1tSUkKenp4qy7KiKEQiEfF4vK6jMfwv4uLiKD5eMbq2UPdAqgGAiooKCAQCmJubq9oUuaKrq4uRI0fC2dkZ2dnZuHv3LkpLS5VTeWEhsGEDu25iApw6BXDkp3gwb948rFu3Dvn5+dDR0ZFbuQrH0hK4fh3Q1wcYBli+HIiPV7VVaroYVVVVeNjKWSnm5uYQi8VwcnICl8s+RsaOHYtu3brhzp07bbbB1NQUCQkJ0NHRAcO8josX7QAAAwYAt28boXfvHk32nzIFCAoCLCzYz4cOAe+8w14msnLz5k1MnDgR0dHRmDVrFmbNmoXp06ejoKAAJ0+ehLOzMxiGkU46zMrKem55PXv2RP/+/REVFdVxJyrKABEhOzsbvr6+EAgEmDZtGgYOHNhuCaeORr9+/ZCdnQ2JRKJqUzo8ageyjWRkZKBv377Sm2dXo0ePHpg8eTLs7e1x//59REVFKbZbnwjYtAlocFaPHWt8KsgBhmFQWFgIoVCIIw1TOTsTo0YBv/3GrldVAS+/DBQVqdYmNV2K8ePHY/jw4aiurm7V/rt27UJGRgZmz56Njz/+GElJSVizZk2bry+hUIiZM2fC3Nwc69b9gsTEHQCAHj2AmzfZv83h5ATcuwfYsb4mTpwA1q5lVbBaS1paGo4dO4aAgABMmTIF+vr6ePDgAU6ePNlEfobL5SIhIQEAUF5e3mK59vb20NHRAY/Ha70xHZCysjIEBQUhIyMDY8eOxejRo6Gnp6dqsxSCgYEBjI2N8fjxY1Wb0uHpmt6Pgqmvr0d+fr5Us6yrwuFwYG1tDTc3NxgYGODu3btITExUjM6Zuzvw11/s+pIlbC+bDBARoqOjcfbsWZw4cQLnz5/HrVu3UFFRAQDg8XjQ0dFBSUkJ0tLSsGrVKvj5+cm7FYrl1VeBAwfY9aws9nNdnWptUtNl2L9/P+bMmQNNTc1W7T979mxERERAS0sLX375JRYsWIA7d+7AxsZGug8RoaSkpFW9OVVVVUhNTcXEiStw+vR8ADrQ1CRcvgwMHPj8Y21t2Z7IhnDpc+eAVavY+MjWQESYMGECDh48iPT0dFy7dg1OTk7N7tvQ5mHDhrVYLofDwciRI1FQUNCxpMJaiUAgwP379xEZGYl+/fphypQpMDExUbVZCsfW1hYZGRmqNqPjo+oxdGUskHMMZEpKikJnanVUampqKDIykry8vCgnJ0d+8ZHFxUS9erFBTKamRDLmlc3JyZGmJ7SysiJ7e3uysrIiXV1d0tbWpp07d9Lff/9NlZWV9PXXXxMA0tXVJQD066+/yqcNyoJhiFavbgz6WrVKaTOzX3TUMZDNwzCMNMWgs7Mz8fl8EgqFtGfPHrK3tycANGLECKqurqbbt2/TwYMH6cKFC83ePw4c+J6AOOnp/S9VnxYpKiIaPrzx8li6lEjeqe3d3d1JQ0NDpti/srIyhUvEyBOxWEyJiYl069Yt4vF4LcZ7djUYhiFvb28qKytreWcZQBeLgVS5AUpppBwdSIZhyMfHh0pLS+VWZmejpKSE/P39KTAwkMrLy9tf4D8dogsXZD78448/JgsLC0pJSWmyXSgU0tWrV+nixYvk4OBAurq6NG7cOBo/fjxNnjyZANCKFSvab38bmDp1qvSh+89FV1eX7O3taf369ZSQkND8wXV1RBMnNv5mBw4o1/gXFLUD+WwGDBhAU6dOpfLyciotLaWjR48SADp48CAFBgaShYUF6enpEYfDoaFDhxKAp7QSxWKiefMaT+v33mubLaWlRKNGNZazfDlbtjxgGIbGjRtHa9askfnY9PR08vPz69CTThiGocePH5OXlxeFh4dTdXW1qk1SGcnJyXT//n25lql2IDvhIk8HsqCggPz9/V94cWWGYSgzM5M8PT0pOjqaBG0V+vb2brzTv/xym3rTLly4QABo1qxZTYSIxWIx+fn5UXp6OvH5fLp+/Tp9+umn9MEHH9D+/fvp+PHj7RINbg8NDmSfPn1o0qRJ0mXAgAGkpaVFAEhbW5s8PDyaL6CwkKhfv8bf7soV5TbgBUTtQLbMoUOHpC9D27dvl2738vKSbo+OjiYAFBsb2+TY7dsbT+e5c9vn9JWVNXUi16xhZVXby9WrV0lLS4syMjJkPpZhGIqMjKSYmJj2G6IAKioqKDg4mPz8/KhIxlGgrkhdXR3dvHlTroodageyEy7ydCBDQ0MpMzNTbuV1durr6yk+Pp48PDwoOTlZtrfr2lqi/v3Z09DAgCg7W6a6+Xw+ff/995SRkUHXr1+ndevWEQDy8/MjIqKYmBiKjIzskM5+gwO5d+/ep77Lzc2Vfm9hYfHs3zQ+nk3FARDp6RHJ+W1ZTVPUDmTLHD58mABQenp6k+3e3t4EgDQ0NCg7O5t69uxJAGj8+PF0+fJlOnasTursDR1KxJeDhn1padPh7HfeaV+0R0Pv44YNG9pcRn19Pd25c4eysrLaboicqauro9jYWPL09KT09HSSyMPT7iLcv3+fkpOT5VZeV3Mg1ZNoZKCmpgbl5eWwsrJStSkdBi0tLTg6OsLFxQWlpaXw9/dHQUFBg+P+fL74AkhLY9c//xzo00emuletWoUtW7bg1Vdfxbx58/DLL78AAP7v//4Pubm5KC0txfDhw8GRoxSQMrCyssKxY8cAAPn5+c+ewenoCPzxBys4LhCwObM7YaC+mq7DkiVLAABF/1IIuHjxIgBgypQp6NOnD3JzcxEZGQknJycsW3YcmzezjyJDwzpMnfoNNDRqnltPQUEBNm3ahNjY2GfuY2IC+PgAT/IH4KefgF27ZG9TXV0dNmzYgDNnziAiIqJdYulaWloYO3YseDweqqqq2lyOPGAYBmlpafDz8wOXy4WbmxtsbW27rLJIW2iYTNOq59mLiKo9WGUskFMPZHx8PMXFxcmlrK5KQUEB3blzh+7du0f853UjJCYSaWmxXQOjRsk8XhUYGEgA6NKlS6StrU27d+8md3d3+uOPP6hHjx70559/yj0AWp48rweSiKi6ulo65NfihK0jRxq7WUaPJupiwsUdBXUPZOuYNGkSvfckgLGoqEiaMhQAHfhXvG5KClH37uInp28d6ei4koaGxlM5sf/N4sWLCQCdP3++RXsePyaytW28RL79Vrb2HDx4sEmcsjzS9aWnp9Pdu3dVNjrScJ8OCQmhyspKldjQWQgICKC8vDy5lIUu1gOpcgOU0kg5OJBisZg8PDxe6KDi1iKRSCg1NZU8PDzowYMHJBQKm+7AMEQzZrCnH4dDFBEhcx2vvfYazZ49m4iItmzZQgBIR0eHLC0t6eOPP6YVK1ZQYWGhPJqjEFpyIAMCAggAaWlptTxRiWGI3n678Qn52mvyCfhS04QXzYG8cuUK9ezZk95++22ZrqX//e9/BIBCQkJo+PDhZGBgQGPGjKFu3bo1ydxVVkbk4NB42pqZ7aDExER66623yMXF5bl16OjoNBtH+SxSU4nMzRvr+v33lo/Jzc2lmJiYJs7j9evXW1VfSzAMQ8HBwU9N/FM0lZWVFBoaSj4+PpSfn98hw3s6GllZWXTv3j25lKV2IDvhIg8HMjMzk0JDQ9tdzovEM2Nr/pmucOPGNpX9008/kb6+PtXW1pJIJKL09HSqqKigr776io4ePUqampoUEBAgx9bIl2c5kMXFxXTt2jWytbUlANKenBaprydyc2v8XXfvlr/RLzgvmgPZMFsaAO3fv7/Vx5WWltKUKVOkx3K5XAJAP/zwg3QfkajxHRIg2rlTIr0/PHjwgADQo0ePnllHQ9myyMvExhIZGbH1aWkR3bnz7H1//vln6WQ2Nzc3sra2pi1btrS6rtZQXV1NHh4eSukBrK+vp7i4OPLw8KCUlBR1nKMMNHQeyUOCSe1AdsKlvQ4kwzDk7+/frhyvLzINs/t8fX2p6NGjxrt4z55spHsbKCoqIiMjI9qwYYP0ISIQCMjDw4Nu3LhBH330UdtnhiuBZ8n4NCyWlpb0008/ydZDUFpKNGBA41O5Nd0salrNi+ZACgQCunHjBt28eZPq6+tlPv7IkSNkbGxMf/75J509e5YkEgk9fvyYhMJ62rSp8TRdtKhph/mjR48IACUlJT2zbADk4OAgs03+/kTa2my9RkZEzUUkeXt7E4fDoR9//JGWLFlClpaWxOFwKDU1Veb6WiItLU2hQ9kMw1BGRgZ5enpSTEyMXGcUv0jEx8c/JTvVFtQOZCdc2utAlpaWkre3t7q7vx006IuV/nNa5MqV7dLqCAwMpB49etBbb71FDMNQWFjYs7UTOxjPkvEZOnQodevWjQBWfFnmmNukJCJjY/b31dEhUveay40XzYFsLxEREQRA2sN2/vx5AkCjR5+R3gJGjiT6d1TQF198QYMHD35u2VlZWW3uEbp4sfEWZGNDlJ/f9Pv58+fT4sWLiYjIycmJANDChQvbVFdLKHIou7i4mPz8/CgoKEg+er0vMDU1NXTr1q12C6p3NQdSPd2qFWRkZMDW1rbTzebtSHA4HFiam6NHbm7jxt9/B40ezeYgawMuLi5wdnbGw4cPkZubi5qaGgxsKedZB2PdunUIDg6WLnFxcSguLsaHH36I2NhYuLi4ID8/v/UFDhwIXL4MaGgAQiHwyits2kM1apSMlpYWAEAkEiEyMhJvv/02gFmIjn4DAGBpCdy4AXTr1vS4mpoa9HhW4usn2NjYwMDAoE12LV/emBE0O5u9ROrqgOvXr2Pbtm0IDg7GlStXkJ+fj8zMTADA2rVr21RXS3A4HIwYMQIpKSlym5VdW1uLyMhIREdHY+DAgZg0aRKMjY3lUvaLir6+Pnr27Incfz6/1KgdyJaor69HQUFBk/yuatoIlwtOURGwdSuod28AAOfBA2DKFNDSpTI7Ou7u7vDx8cGRI0fA4/EwcuRIaGhoKMJypaKnp4eDBw9i7NixqKiowNdffy1bAdOnA09kgFBYyMr7qFgyRM2Lh7m5OQBgwIABmDhxIubM2Q4Oxx1EXOjpAX//DTSniCYQCKCnp6dQ23buBBp8wvBwYPXqOixatBgBAQFS59XLy0vq1M2cOVNhtnTr1g0ODg6IiYlpGDFrE2KxGI8ePUJAQACMjIwwffp0WFlZqTs+5IStra30hUINi9qBbIG8vDz07t0b2traqjala8DlAt99B05GBrBvH+jJg4Lj7g4aNAjYsweoeb4GHACUlJRgx44deP/998HlcmFjY9Nir0VnY/z48QCA8PBw2Q/esAHYto1dj4sDVq4EJBI5WqdGzfMxNzfHvn37sGnTJvz5px8ePPgMREYAgLNngTFjmu5fWlqKiRMn4siRI5gzZ45CbeNwgOPHARcX9vPly7qQSN7FtWvXkJqaCh8fH8yePRsAMHfuXOjr6yvUngb9xbQGXVwZICLk5OTA19cXNTU1cHV1hYODQ5d4me5I9OrVC3V1dSrX7+xIqB3IFnj8+LFaOFwR6OsDe/eCk5QEWrECAMCpqwM++ww0cCBw4QIbptQMjx49wsyZM2FiYoI333wTNTU1cHBwkJtpRISMjAy5lddWGIYBwD5Y28S33wIvvcSu37jBdruoUaNE9u7di927P8PRoy5IT2d7wmbODMJrrzXdTyKRYPXq1QgNDcW4ceOwYcMGhdumrQ2cOVMJIPPJloM4cSIDHA4HM2bMgIWFBXJycnDjxg2F28LhcDBy5EiZh7LLy8sRFBSE9PR0jB07FmPGjFF47+2LCofDgZWVFR4/fqxqUzoMagfyOQgEAvD5fJiZmanalK5Lnz7gXLgABAeDRo0CAHDy8oCVK0GTJgGRkQDYzBa3bt3C6tWrMXToUPTu3Ruenp5ITU2V+9D1mTNnYGdnhy+//LJdQ0rtgYgQGhoKAOjfv3/bCtHQYDPVDBnCfv7mG+DUKTlZqEZNyxABGzcCgYHsZ3NzPwwf3uiQFRQUYP369Xj11VcRFhaGpKQkBAYGIiQkBJWVlQq3LzbWB8Ar0NVlAGjg5Em3JpE01tbWSsvM0q1bNwwcOBAPHz5s8b4jEAgQHR2N8PBw9OvXD1OmTIGJiYlS7HyRsba2Rm5ursqeCx0NtQP5HPLy8mBubq4eClAGkyaBExkJnDoFpiE+MjQUGDcOf3XvjuFmZjh8+DCKi4tx+/Zt3L59GyUlJTA3N2/V0DURwc/PD5cvX0ZWM7GWNTU1+PXXX7FgwQJs3LgRjo6O+Pjjj/HNN9/IvaktIRAI8MEHHyA6OhoAsHr16rYXZmQE3LwJmJqynzduBO7elYOVatS0zDffAGfOsOvjxwN9+36KkJB7iIyMRFBQED777DOcOnUKAQEBCAgIgKGhIebOnYs5c+Zg8uTJ0l54RVFZWQkdnUT8738CAEBZGbBkCTupRhXY2tpCKBQ+c+KcRCJBcnIyAgICoKOjg+nTp8PGxkYd56gkjI2NQUTg8/mqNqVjoOpp4MpY0EYZn7t373bobCZdFj6f6IMPSKShIdXbEOvrk/jzz4me6JhVVlaSh4dHq3XNDh06RFwul7p3704AaPDgwfTGG2/QRx99RBs2bCAjIyPq0aMHrVu3ji5cuEAikYgWLVpEhoaGVNpGrcrn8TwZH319fake5MY2Cq0/RVBQowCeiQmbmkONTKhlfGTj77/ZRFMAUZ8+rFzOpk2byNDQUHp+a2lp0fHjx6VpT2fOnCn9bs6cOQoXvL506RIBoPDwcNq6tVHeZ9MmhVb7XIqKisjb25vE/5A4YxiG8vLyyNvbm8LCwuQiaq2mbfB4PIqPj2/TsehiMj4qN0ApjWyDA9mQJUCt2K8ajh49Sg4aGpQ3blzjXR0gxtaW6OpVCrl3TybttDfeeINee+01YhiGHjx4QIcOHaJVq1aRm5sbzZgxg86dO0e1tbVNjqmtrSVHR0dauXKlvJv3TCFxLS0tsrS0pFdeeYVu3bol30rPnm38LQcNIlJrw8mE2oFsPTExRN26sadat25sFpgGGIah9PR0ys/Pb/KCnpGRIb0Ovv76a6Xce3fs2CHVnBQKicaPb7xE/vxT4dU/k7CwMKmQOp/PlyZiUHdoqB4+n0+3b99uky602oHshEtbHMikpKRW51lVIz9qamroyJEjxOVy6bfffmM3ensTM3hwE0eyZORIkjx40Opyjxw5QkOGDJHZnps3b5KWllbXyUK0c2fj7zhzJptTTk2rUDuQrSM/n+1xbEh139r00d9//z0BoJMnTyrWwH+wfv36JiLhWVlsB31Dppq0NKWZ0oTq6mq6desWRUVFkYeHB6Wlpak7MzoQvr6+VFJSIvNxXc2B5LBt6tpwOByStZ3+/v5wcnKCaUPsmBqF8vjxY+zfvx+///47AOB///sf3nzzzcYdxGLg+HEwu3eDW1EBACAuF9iwAZzPPgN69nxu+UeOHMHx48eRlJQkk10SiQS9e/fG4MGD4e7uDgsLC9ka1tFgGDbI6+pV9vPmzcAPP6jWJhUjkUhQV1cHoVCIuro6iEQiSCQSMAwDiUQCiUQCIkJqaioGDhwILpcLDQ0N6V8dHR3o6OhAV1cXOjo6Spt00RERCIBp04CICPbzV18B77/fumNFIhEEAgGMjIwUZt+/uXbtGhYvXozDhw+Dy+Vi7ty54PH6Y+FC9vvx49kJQE800ZUCwzDIyMhAQkIC9PX14eLiopaR62AkJSWhrq4Ow4cPl+k4DocDIuoyAatqB7IZKisrERoailmzZqmDk5VAQEAAFi9ejL59+2Lnzp2YN28euv07PcUTMqKioHfwIMyuXQPnia4hGRuD8+mn7ASRZ9zpeTwehg4ditjYWJkv+tjYWLz99tvIyclBZGQkrK2tZWtgR6OmhhXAi4lhP//wA+tIdmFEIhGqq6tRVVXV5G9dXR0YhmniAGprazdxELlcLrhcLhISEjBo0KCnnEuhUCh1Puvr66GlpQU9PT0YGBjA0NAQhoaGMDAwgIGBQZd2LomA119nJ/4DrFD3qVOs5mJHRSgUYtCgQeDz+SgvL8e2bdtw9OhRbN0KfP89u8/u3cCnnyrHnqKiIsTFxUFPTw+DBg1CREQEnJ2du5zGbWenuroaQUFBmD17tkzXtNqB7ITI6kA+evQIEokEQ4cOVaBVagDg8uXLWLVqFd5++20cPnwYmpqaz9xXKBTCz88PkydPhmF2NmjbNnB8faXfM4MHg/vdd0AzWSO8vb0xe/Zs7N+/H3v27JHZzvr6epiZmWH//v1Yt25dm9OodRhyc4GxY4GCAlbux8MDmDVL1VbJBYZhUFlZibKyMpSXl6OsrAxCoVDqxP3TqdPV1YWWllarXhT//vtvLGzomnoGRAShUAiBQPCUs1pbWwsDAwOYmJhIF319/S7zkvrpp8Devez6lCmAjw+rtdjREYlE2Lp1K44fP47Tp09j7dq1qKsDxo1jNfi5XCA4GJgwQXE2VFdXg8fjoaqqCo6OjjA3NweHw0F2djYyMzPh4uLSZc6TrsLdu3cxePBg9H6iGtIa1A5kJ0QWB5KI4Ovri9GjR6vf+hRMSEgIJk2ahM8++wy7du1q8QYZGxsLDQ0NODk5sRuIgOvXQdu3g5OeLt2P5s8H59tvgQEDpNtcXV0hFovxxx9/tFkY3snJCfHx8TA3N8eDBw9kunF0SCIj2Sd9XR3QvTsQFgYMGqRqq2SGiFBZWYnCwkIUFxejoqICenp6MDExQY8ePWBiYgIDA4N2P4Bb40A+D4lEInVsGxaGYWBiYgIzMzOYmZl1WhHoP/8Eli1j1+3s2PSAnSn65+TJk09ydbO9gL169UJcHJstp74esLcHYmOfztvdXkQiEZKTk5GdnQ17e3vY2dk1kY0jIgQGBsLOzg59+vSRb+Vq2kVaWhr4fD5GPdEvbg1dzYFUeRCmMhbIMImmrKyMfHx82jTD6kVHIBDQV199RUOGDKHMzMzn7ltWVkZ2dna0dOnSVpVdUVFBnp6eJBQKn/6yro7o4EFiDAykE0QYLS2i999nJYGIqFevXnThwgWZ2/RPioqK6ObNmzRgwAD5yeuomkuXpL8Z9e9P1IbAcFUgEokoPz+fYmNjycvLi7y9venBgweUn5/f/DkiBxQxiaa2tpays7OlkyX8/PyIx+NRSUlJp7kHhYcT6eqSdOJJQoKqLWobixYtol69ejU5f775pvHy+M9/5FcXwzCUmZlJnp6eFB0dTQKB4Jn7lpaW0u3bt0mknvDWoaitraVbt241kVtqCXSxSTQqN0ApjZTBgYyLi6OEznoHVDGbN28mExMTAkDLly+n6urqZvcTCoU0Y8YM6tatG1VWVraq7JCQEEpPT3/+Tnl5xPzf/9E/Z2tLevcm+uUX6t2zJ/3888+yNqlZ/Pz8SENDg3755Re5lKdy9u1r/M2mTGH1TDogDMNQYWEhRUVF0c2bNyk4OJhSUlKosrJSKc6WomdhMwxDJSUlxOPxyM/Pjzw9PSkuLo4qKioUWm97yMkhMjdnTx0ul+j2beXb0CCJtXfv3naVs2DBAtq6dWuTbWIx0eTJjZeHv3+7qiAiopKSEvL396fAwEAqKytr1TGRkZFSWR81HYegoCDKy8tr9f5dzYHsuhHdbYCI1Lmv28iFCxdw4sQJnDx5ElevXoWPjw++/fbbZve9desW7ty5g5qaGhQWFkq3N8x2FYvFyMrKQnp6OsRiMcrKylBVVYW+ffs+3wgLC3DOnAEiI0FPApa4RUXA+vWI1tTEX9u349q1a+1uq6urKz7//HPs2rVL4ZkylMKePcDy5ex6YCDwzjvPzEOuCiorK8Hj8eDt7Y2EhAQYGxtjxowZmDRpEuzt7WFoaNgl4sM4HA569uyJIUOGwNXVFZMmTQKXy0V4eDj8/f2RkpICgUCgajOlVFcDCxawYbQA8L//AbNnq9am9lBaWoqe/1JzKCzMg1D4Ojgc9ndfsKAQPF5Gm8qvra1FVFQU7t+/D3t7e0yePLnVYVIODg5IS0uDSCRqU91qFENDasMXFbUD+Q9KS0uhra2tVBmJroCvry9Wr16NgwcPYtGiRXjllVfw6quvwtvbu1kHa/78+RgyZAh0dHRga2sLgJ1MY21tDX19fejp6WHMmDHo378/LCwscPXqVZiamrZ+ttuYMeDcuwf8/juYJy8DVoWF8KyuRt2iRdj1xhuor69vV5vXrFmDsrIyHDp0qF3ldAg4HOD0acDZmf18+jTwDOcXcg/zAAAgAElEQVRfWRAR8vLyEBwcjNDQUHA4HEyYMAHTpk1D//79oaOjo1L7lIGhoSGGDBmCmTNnwsnJCdXV1fD390dUVBTKyspUahvDAKtXN07k37y5c0/kv3HjBgQCARITEyF5ou4gkUiwadMmPHp0AwsWhAEAqqrMMHSoO5KTk1tdtlgsRmJiIgICAmBgYAA3NzdYW1vL9NJjaGiIXr16ISOjbc6rGsVgYWGBoqIiiMViVZuiGlTdBaqMBa0cwo6NjVUPE8hIWVkZ2djY0Jtvvtlk+2effUYAqKioqMl2oVBIu3fvJg0NDTpx4gQREX388cekoaFBO3fupBs3bpC3tzclJydTeno6nTp1in799VeaNGnSU3Xz+Xzy8vKivXv30uuvv978EHV1NdGePcQ0BGkBJOBy6Vc7O6opLm5X2y9dukQcDodOnDhBJ06c6PyhD21VgJYj9fX1lJKSQt7e3hQYGEi5ubkdRkBZlULiubm5tHDhQjIxMaEePXqQi4sLXb16lXJycqiuro42b95MPXr0oB49etB//vOfJvFyaWlpNG7cOLK2tqZz585Jt585c4YA0H//+98mdS1cuLDF4eB/6tHPmqVaPfr2DmFXVVURAOrZsycZGRkRAFqzZg0tWrSIjI2N6eHDhyQWEw0ezH/SZhG99tqXLZbLMAzl5OSQl5cXRUZGUk1NTZvsa4DP55Onp6c6FrKDERISQjk5Oa3aF11sCFvlBiilka1wIBmGIU9PT3WOURnZs2cP2draNkkDyDAM9enTh3bu3Nlk35CQEJowYQL16tWLLl26REREf/zxB2lqapKnp2ez5YeGhtIPP/zwlAN5/Phx4nK5pKWlRc7OzrRo0SIC8OwLOTOTmKVL6Z/xkQU6OlR18iRRO+LnFixYQADIysqKANCQIUNo165ddPfu3TaXqVJiY5+dg06BCIVCio+Pl2bfaG1smDJRpQO5YMECWrhwIVVVVVFlZSXNnz+fFixYQEFBQbRy5UoaPHgw5ebmUl5eHg0fPpz2798vPXblypV09+5d4vP55OzsLHVkzpw5Qz169CB9fX3Kzs6W7t+SA/nrr42XUUfIiNleB5JhGLp48SJdv36dCgoKaPLkyQSARo0a1SQb2cOHRJqabLt79Uqn582dKC8vp8DAQPL3929TxpJnERERQcnJyXIrT037yczMpIiIiFbt29UcSPUQ9hMqKyuhoaHR+fX9lEhtbS1OnDiB9957r4n8iEgkQlFREfz9/fHee+/hjTfewODBgzFx4kRYWloiKioKS5cuRWVlJbZu3YqPP/4Yc+bMear8iooK8Pl8xMbGNhHvTkxMxLvvvotDhw6Bz+cjLCwM7u7uMDU1he8TXciamhowDIO8vDysWrUKqz/5BPGffALcvQsaMQIAYCYUwuCtt0CTJwP377fpN7h69SpKSkqQm5uLR48e4fXXX8fp06cxdepU5Ofnt6lMlTJ8OHDhAjusXVPTNMhNAYhEIiQmJuLOnTsQi8VwdXVVS2g1Q0ZGBpYuXSrVsVy2bBnS0tIwefJk+Pv7Y+XKleDxeKivr8dHH32EU6dOSY+VSCQQi8XSv+xzjMXGxgaLFy/G3gYBxxYIDgaeqN3AxAS4cQMwNpZrU5UOh8PB8uXLMX/+fJiZmcHf3x8FBQW4f/9+k6QDTk6NWXWKi22xb1/eU2XV1dUhJiYGYWFhsLGxwdSpU5+Kq2wPDbGQL+yQaQekd+/eKC4ubnJdvSioHcgnFBcXd35dPyWzb98+aGlpYc2aNU22a2tr48qVKxAIBIiNjQUAvPnmm0hISMDly5dhY2MDAPjtt99ARPjoo4+aLT8pKQn29vYICwvD6NGjpdsPHDiA8ePH47///a/UceVyubC0tERxcTHOnj0LU1NTrFixAm5ubnj06BGKioowcuRI/PDwIThRUUjasQMlT2KQOCEhoLFjQevWyewscblc6QNi0KBB2LVrF95//33Y2NjAzMxMprI6DAsWAAcPsuvZ2cCrr7JakXJELBYjOTkZd+7cQW1tLaZOnYrhw4d3Wh1ERbN9+3a4u7uDz+ejoqICFy9exLx581BeXo68vDwsW7YMo0ePRm5uLgQCAbKzs1HxJOXn3r17sWPHDjg6OuKdd955KsvTZ599hkuXLiEhIeG5NqSns6dCfT2b8Omvv1h9xK6GpqbmM6/dTz4B+vZlHYUDB7qhuJjdLpFIkJKSAn9/f2hra2P69Ono27ev3Cd3GRkZoWfPnsjMzJRruWrajp6eHnR1dVFeXq5qU5SPqrtAlbGgFUPY9+7dk2k6/otOVVUVGRoa0q+//tqm48ViMTk4ODw1zN1AeXk5eXp6UklJCXE4HAoODiYiVotRV1eXrly50mR/iURCenp6dOXKFerWrRsNGDCAAJCOjg6VlpYSEdFPP/1E2tralJycTOXl5WTTvTsFjBlDTMO4FECMoSHRV1+x2pJtZOzYsfTBBx+0+fgOAcMQrV3bOFb5+uvtGupvLJah3Nxc8vLyooiIiFbLOHUEVDmEnZycTBMnTiQOh0McDocmTJhAlZWVlJ2dTQCo+Ek8L8MwlJCQQADI3d2dyp8zvnzmzBkaPnw4ERG9++67tHDhQiJqfgi7ooJoyJDG0+HUKcW0sy3IS8antfz9d+PvsHRpBeXl5ZGPjw+FhYUpJQRKHQvZ8YiLi6PExMQW94N6CLvr0SAVY9qZUieomHv37qGqqgqvvfZas98XFBTgk08+wfLly7Fw4UIsW7YM7u7u0lnZP/zwA7Kzs7Ft27Zmj09OTsaAAQMQGRkJTU1NjB49GgzDYMaMGRgwYABefvnlJvuXlZVBIBCgvr4eNTU1OH78OABg9uzZMDExAQBs2LAB48ePx6effgpjY2P84u6OmQ8e4MyOHaC5cwEAnKoq4IMPwDg6suNzMg5LxMbGIjIyEitXrpTpuA4HhwMcP87mzAbYYe3PP29XkVVVVQgNDUVSUhJGjRqFsWPHwtDQUA7Gdm0YhsHMmTMxadIkVFdXo7q6GpMnT8bs2bOlITd8Ph8AOxyr9SQfvIODA8LCwvDgwYMWVQd27doFf39/hIaGPvWdWMyqPDV0UO7YAaxbJ8cGdjLmzwecnFjpFnd3I1y7loNhw4bB2dlZKSFQRkZGMDExQVZWlsLrUtM6evfujaKiIlWboXTUDiRY+R5jY2PpjVdNywiFQmhraz9TWmfZsmX4888/YWRkBFtbW+jo6GDVqlXo06cPZs+eje3bt+PYsWMwNzd/6lg+n4+ysjL07dsXfn5+mDBhAnR1daU6gLdv34b2v5LslpaWAgCuXbuGYcOGwdXVFZmZmbh48aJ0Hw6Hg5deegn+/v7Yu3cvGIbB2bNnsf7QITw8cADw9AQ5OAAAuGlpwIIFoNmzG5+creDzzz/HrFmzMGzYsFYf02HR1mbHKe3s2M979gDu7jIXIxaLwePxEBwcDDMzM0ybNk39siYDZWVlyMrKwtatW6Gvrw99fX1s2bIFoaGhkEgksLa2loaKAOxLTJ8+feDk5AQ3NzdwOBz4+fkhKyvrmXFapqameP/99/Hhhx8+9d2OHcDt2+z6/PmN0Q0vKiJRPSZPvgwNDQmIODh1aih69VJu+JODgwNSUlKkkkNqVEvPnj3B5/NfOJ1OtQOJxtynalpPcHAwJk2aBF1d3ae+y83NRWBgIC5duoSff/4ZR48exblz55CVlYU9e/agV69eOH/+PNauXdts2SkpKbC3t4empia8vb0xc+ZMAGy+2ldeeQWWlpZPHSMUCgGw+Yo3btwIDoeDvn37Ql9fv8l+q1atgo2NDby9vTF37lz07t0bTk5O8PLyAubMAScuDjhyBNS9OwCA4+MDGjYM2LoVaEF7r6ysDDdv3sS7777b8g/YWTA1ZXtiG7RR16wBoqJafXhZWRkCAgJQV1cHV1dX9O/fv/V6nmoAsM6dvb09jh07hrq6OtTV1eHYsWOwtraGqakp1q5d+//snXdYFNf3xt/dBQSkKWKhqGDF3mI3ErvGXmKMxsRuNBq/mmYv0RiN/hIVjdFoEmti7FIUpYlSlSKiIkhTECmiSBV23t8fK6MrHens53nmedjZO/feGXZnz5x7znuwadMmxMbGIjY2Fj/++CNmz54NQBGP3KFDB/Ts2RMRERHw8PDIV4z8f//7H0JCQnDt2jVx3++/Azt2KP7u0AE4ehR4o1RzjUIQBISFhcHR0RFduuhAKt0DALh5UxtnzpTvXPT19VGnTh2VF7KSIJPJYGhoiPicoNgagupODoUBqUqgKR5OTk7o27dvnu8FBASgVq1aubxwDRs2xLx583DkyBF88skneR6bnp6OuLg4NGnSBJGRkQgICMDgwYORkpICOzs7TJs2Lc/jcjwwGRkZ6PWqCk1emJqawt3dHR4eHvjss8+wevVqWFpaIiQkRNFAXR1YsgSSkBBw3jxQKoVELgd27QKbNwf27FGs6eXB1atXIZPJMHDgwHzHr5K0aQOcOAFIpUB6uiLJppDqC4Ig4M6dO/D29kabNm3QtWvXPB82VBSNc+fOwdfXFyYmJmjUqBG8vb1x/vx5AMDq1avRq1cvWFpaimoHK1asUDrewMAA/fr1g6GhIVxcXPDw4cNc3sjatWtjzZo1ojff0fG1OHj9+sD580BNjTiIi4uDi4sLHj9+jD59+mD27Nk4f/49AIpr9d13QHk7n5o1a4bw8PAamf1bGamJy9g13oDMiZszqOpaFOWIIAi4f/8+1NTU8nzfzs4OvXv3hqwErorIyEiYmJhATU0Na9euRadOndC9e3d4eXkhOzsbQ4YMKbSPNm3aFGmsZcuWwcPDA/r6+ggODlZ+08gIkr17IfHzA62sAACSpCRg4UKFDNAruaAc0tLS8Pfff6Nfv365lterBUOHvnZFPX6sMCJTU/NsmpycjKtXr+LFixewsrLK02Osoni0adMGly5dQmJiIpKSkuDk5ITOnTsDANTV1bF7924kJSUhKSkJ1tbWeX43pVIpWrVqhV69eiEkJATt2rWDl5eXUpsvvvgCJDFlyjpMnAjI5UCtWsC5c0BhlUSrI6mpqfDy8kJAQIBonOdUKqtbVwpgPQAgNBTYt69852ZoaAiJRFLjvF6VFSMjI8TFxdUog77GG5A5y9fVoZZueXHt2jW8ePEC/XISLN5ALpfj5MmTmDx5crH7FQQBERERMDc3xz///INjx45h165dkEgkCA0NhbGxcb4yL83f0BMpqgHXtm1b9OjRA5GRkbh9+3beda07dIDEyQk4dQrCq19QSVAQMGgQOHYsrv75J4YOHQp9fX24uLhg/fr1xT7vKsPChYo62YCiht306Yqadm8QGRmJ69evw9zcHN27d1d5HSshBgYG6N+/P7S0tODi4pKrLOLTp4pYx1cqQPjzT6BnzwqYaAWSlZWFoKAgXL16FXXq1MGAAQPQqFEjREZGokuXLjh9+jSOHj0Kc3MHMUR4wwZFffDyQiKRwMLCQlXesJKgq6sLkkgpzw9BBaMyIFXL18Um53rl6Dm+iYeHB+Lj4zFu3Lhi9/v48WPo6upCW1sbK1euxNdffy0uk3t4eKBbt275HpuZmYmGDRsqYhmLwfTp0+Hv74+kpCQEBQXl3UgiAcaPh/TePeDHH5H9yiiSnDuHnrNm4cvoaNifOIFHjx6hR0496eqIRKLwQg4apHh9+jSwejUAxYODv78/QkND0bdv3zLRwFNReshkMrRr1w4dO3aEl5eXuBSalQVMmgTkRHSsWgVMmVKxcy1PSCIqKgqOjo7IzMyElZUVWrZsKa6meHt7w8/PDxMmTMDBgwfx88+b8MMPimPj4oCdO8t3vqampkhMTERaWlr5DqwiFxKJpOYtY1e0jlB5bMhHB1IQBNra2iqV4VNRODmlCnft2pXrvdOnT1NTU5PZBdX5ygc3NzdGR0fzl19+oY6OjlgCzNXVlRoaGmL5w9LE39+fAGhkZMQjR44U2r5bt2600NTkX2+URCRAoUEDRY23SlK3uUx5+pRs1Uo896x58+ji4kIvLy++fPmyomdXZlSkDmRZ8uLFCzo6OtLH5ybfe08QP9aTJlWNj3OODqSWlhYNDQ3z3fbu3VtgP4mJiXRxcaGrq2u+pTR9fX0JgFu2bBG1N+VyskMHxTUzMFBoZpYnt27dYlBQUPkOqiJPHj16RA8Pj3zfh0oHsvqQlJQELS0tVfWLYhIfH4+XL18iNDQ013ve3t5o0KBBsTNtnz9/jtTUVKSnp2P58uXYvn07DA0N4ejoiA8//BDz5s3LV3PyXTAxMQGgyGqMjo4utH12djbCMjLwfcOGSLS1Bbt3BwBInjwBPv8c7NEDyENLr1pRp44iM/tVRRPZ77+jtasr3nvvPZUUVhVER0cH77//Pr7+2hw+PgqvsaUl8NdfirypqkJ6ejoSExPz3fLLPk9PT8fNmzfh4+MDCwsL9OvXL99Smp07d4aVlRX8/f1FKSqpFKIX8tkz4Ndfy+T08qVp06aIiopSSfpUAoyMjJCYmFhj/hdV6PZQ+qjke4qHh4cHevfuDVNTUzx58gRN8oiq9/T0xCeffFLs5cvw8HA0bdoU9vb2MDY2xpw5c/D3339j2LBhmDdvHn799dcyWRKtV68eGjduDBMTEyX5kvy4dOkSateujR07dsBwxAhIPDyAv/8GX+lZSm7cAHr3BqdNKzRTedWqVXj//fexevVq+Pj4lMr5lAskcPy4UhJNgydPVEvWVRg1NTU8e/Y6kTA8nG/niVVaXFxciuQteVteSy6XIzg4GM7OztDW1sbAgQNhZmZW6Od47dq1+Oeff14rN0ARM5pTbfXXX4FXuu7lgq6uLvT09BATk7s2t4ryRUNDAzo6OrniiqsrNd6AVMU/Fkxqaqr4ZVi/fj0kEgkOHTqEoKAgfJGTUPEKuVwOPz8/dOzYsVhjZGVlISYmRpTuMTAwwPr16zFz5kz88ssv2LZtW5lqB+rr68PU1DRXRmpeqKurIysr63UFFakUmD4dkpAQYOVKsFYtAIDk6FGFKPnGjQrpm1cEBgaKN/qzZ8/Czc0NGzduRPfu3atGLVW5HJg/H1i7FgAgaGtDsmMHsHt3BU9Mxbvi7y/BRx8BEgmRkSHB2LHEH39U9KxKH5KIjo6Go6MjkpOTYWVlBUtLy3xVJd6mf//+MDExgZubm7hPIlHo7AMKL+SuXWUx8/wxNzdXJdNUEmpUHGRFr6GXx4Y8YiBfvnxJGxubEsXqVUeePn1KGxsbdu3aldu2bSNJpqSkEAAB0NTUlBKJhA4ODvz0008JgIcPH1bqw8/PjwCKXVM8NDSUPj4+JMmmTZsSAHV0dEo95kzIp5Zzjx49OG3aNOro6BR4fGxsLIcPH84WLVowMzMz70ZhYRQmTKBSfGTjxuSJE6QgEADV1NT4+++/s1atWty5cyft7e3ZpEkTLlq06F1PsWzJzKQwcaJ4XvImTcgi1H+tLlTXGMi3OX+e1NJ6HQu5dWtFz6j0SEpKopubG52cnMQYxpIwYMAAfv/990r7BIHs2FFxzerVI1NS3nW2RUcQBF66dKnA2ucqyoeEhAQ6Ozvn+R5UMZDVg/j4eNStW7dEWoXVAZK4d+8e9u/fj4EDB6JBgwYYOXIkbt68ieTkZJCEp6en2L5+/fqwtbXFV199hcOHD2PMmDF4//33lfqMiopC7dq10ahRo2LNIzw8HObm5gAUWdEzZ87E3bt3MWbMmNI5WQDBwcEwMDDAf3mU4qtduzZIijGYOfN69OgRLly4gA0bNmDo0KFo3LgxIiMjceHChfylgszNITl5EnB2VlSwASCJigI++ghC//6Y2aULsrOz8b///Q+TJ0/GwoULMWzYMEycOBHe3t6ldr6lTkYGOG6c4twACO3bQ+rhAbwq/aii+jBqFODoKIGBgUKi6dtvgXXril0WvlKRmZkJf39/eHp6wtTU9J3LaXbr1g2XL19W2ieRADn67QkJKFfvrUQiQdOmTVVeyEpAnTp1kJaWhoyMjIqeStlT0RZseWzIwwN569Yt3r9/P9f+msDChQtFz+Lbm0Qi4YwZM9iqVStKJBJaWlpy8uTJvH37Nkny//7v//jbb7/l2e+hQ4doYmJSrLnEx8fT0dExX+9gaeHs7Cxmar6dsTh16lROmTKFUqmUCxYs4Pfff8/GjRsTADU1NdmjRw8uWrSItra2xfNYZ2czy9qaGbq6r712APcCrPfqet+4cYMkaWlpyfXr15fmKZce6ekUhg597VHt2VORiV3DqCkeyBwCA8n69eWiJ3LVKoWXrSohl8sZEhJCOzs73rp1q9RUAu7cuUMA9PPzU9qfnU02b664Xo0bk1lZpTJckcjIyKCNjQ2zynNQFXni4eHB6OjoXPuh8kBWD549e1Zjq8/cvXsXADBz5kxcuHBBSTtx165dCAkJQXBwMEji7t27+Pfff/Hy5UsAinq58+fPR0BAAAYMGIAPP/wQCQkJABSxhM+LGT0eHR0NU1PTMk/ACAgIAAAMGTIEVlZWOH78OLJflSQ0MTFBQkICjh49ioCAALi5uWHRokW4ffs2Xrx4AU9PT+zcuRMjRowolsc6LDIS3Q8cQMMXL2DXqhUEmQxSAPMAPNTUxC4LC0he1T9r1qwZLl++nLeYeUWSmQmOHw/Jq88I+/WD5PJlRSa2impNu3bAtWtSGBsrPpMbNyrEsqsCJBEbGwsnJyckJCSgb9++aN++fampBFhaWqJPnz5Yv349Ut9IJpPJgK+/VvwdFQX8959CuWHq1Km4efNmqYydH7Vq1ULdunURGxtbpuOoKJw6depUjZj2d6WiLdjy2PCWB1Iul/PChQvVWrOuOEyZMkX0QFpaWop/GxkZsW7dugRAmUzGtWvXkiSvXr1KABw6dCjbtm3L9u3bMy4uToyBfPDgQZHGlcvltLOzY0o5BAtt2LCBALho0SIuW7aMmpqarFevHqdMmUILCwtOmDDhncdIS0vjmTNnxBjQdevW0cjIiIcOHaJUKuX98+d5USIRPXkEKLRoQdraMjw8nFpaWjx27Ng7z6PUyMpSiucU3n+/fAO7Khk1zQOZQ0gIaWz82hP5KkS60pKcnEx3d3deuXKFsbGxZTaOu7s7TU1NaW5uLmrWkmRamiIGEiC7dSPv3QsmAI4dO7bM5pJDVFQUPT09y3wcFQUTGxvLa9eu5doPlQey6vPixQtoaWmpNOteMWnSJCxduhTffPMNhg4dCmdnZzg6OmLBggVYsGAB3NzccODAAaxfvx59+vTBgQMH0KJFC1y8eBFXr16Fmpoahg0bhg4dOqBz587YsmVLkcZNSEhA7dq1UfuVnmBZsmLFChw+fBj//PMPMjMzER0djS1btkBDQwOjR4/GwYMH36n/lJQUDBkyBOPGjUOHDh0QFhaGXr164dmzZ2jdujXee+89/Hj6NPTd3fEhgJBXHldJSAjw4Ydo8sUX+HLQIFy4cKEUzrYUIMH58yE5dQoAIPTsCYmtraj9qKLm0Lw54OwsRf36Ck/k118ryhtWNl6+fInAwEBcu3YN9evXxwcffIAGDRqU2Xi9evXCnTt3oK6ujtWrV4Mk1q1bhyNH9uP5880AgBs3gNatPwcATJs2rczmkkPDhg2RkJAgrhipqBgMDAzw7NmzHAdW9aWiLdjy2PCWBzI8PJw3b96kiuLx119/iRnSAMTKMCdOnGDt2rUpCAJ///13mpmZFam/mzdvMjQ0tEzmGhcXl2dc5c6dOwvNti4uYWFh/N///sdGjRoxIiKC/fv357hx4ygIAqdPn05TU1Nu376dBgYGfPz4MQFQHeB6fX1m6+iIHj65VMq9WlqMrgxVJVateu157NCBVGV31lgPZA63bpH6+orsbJlMoI1NRc9IgVwuZ1hYGO3t7env78+MjIxyHf/ixYuUSCRs06bNG/HkDQhkEiBr1z7P06dPl9t8vLy8GBERUW7jqcgbBwcHJicnK+2DygNZ9anJ8Y/vwogRIwAA1tbW0NPTE712MTExaNq0KSQSCaKjo8XqLgUhl8sRGxsLY2PjUp/n77//jvr162Pfvn1K+729vbFp0yZ8/PHHpTIOScyePRsWFhbYvXs3vvjiCzRp0gRGRkY4c+YMevfujcWLF8PExARff/01nj17hqSkJPz777/IlkgQ+8knCDx1CpwzB5RIIBUEzEtPh27XrsDvvys0FyuCgwcVAW8ABHNzRfyj6vtS42nfHrCzk0BTk5DLJZg8mfDzq9g5xcfHw9XVFdHR0ejVqxc6duyIWq+0WMuLIUOGYMGCBbhz5w4AYNSoUXj+/D6mTlUoNWRmjkLPnuPKbT6mpqZ4VEgRAxVlT02Ig6yRBmRSUlK+papU5I+enh5kMhlIIjk5GfPmzQOgkMjIKQd57949tG/fvtC+njx5An19/TIpI/nw4UMAwPz588Uv8Pnz5zF48GAMGzYM1tbWpTJOWloaDhw4AENDQ6Snp2P16tW4f/8+Tr6SugkICMCyZctgY2ODFi1aAAD+/fdf9O/fH2PGjMF///2H8fPnA7//DomvL9ivHwBANyMDmD8f7NwZcHEplbkWGRcX8NX/VahbF9JLl4BXVXZUqOjdGzh+XAKJhEhNlWDkSKIiCqCkpqbC29sb/v7+aNWqFfr06QN9ff1yn0d2djbmz5+P/fv3o0uXLhgxYgT2798PPT09fPllThvgwIHym1ODBg3w7NmzmiEjU4nJWcauztQ4AzI7OxupqanQ09Or6KlUOUhCXV0dERERMDMzEzXHjI2NERkZCZKQy+VFyiQuqqeyJLz51Ddo0CBMmDAB48aNw8KFC3Hw4MFieyhIwtnZGZMnT0aPHj3ErPXFixcDUHymcmqfXr9+HQDQpEkTrFmzBq6urvjll19w9uxZfPnll0hOToaxsTHOnj2LhIQEhIeHY9q0aRA6dPSGlGIAACAASURBVIDE1RU4cQJPXhnVksBA4IMPwIkTgYiId70shRMeDk6YAEl2NqihAen588Arw1eFihzGjgW2b1fE8MbEKCrWlJetkp2djTt37uDq1avQ19fHgAEDYGxsXGFlNMeOHYt9+/ahf//+8PLygq2trRh32aMH0KmTot3+/eW3oCCTydCwYUNVacMKRuWBrIY8f/4curq6NVZA/F3Q1NRE3759sX79ejx8+FCUpejWrRvi4+MRFRWFYcOG4ciRIwVKVmRlZSEuLq5Mlq8BhdSQjo4O5s2bB1NTU1GK58cffyx2SUSSmDt3LgYNGoSsrCwYGRlh6dKlABSyGZaWlnjw4IGYkJVTH7x58+a4evUqAODHH39E3759MXv2bHh6eqJTp04IDAzEqFGjAADHjh2Dv7+/Qol40iQEnzmDNQDkmpoAAMmpU2Dr1sCqVUBKSmlcotykpYFjx0LyqmylZP9+oE+fshlLRZVnyRJg9mxFgoCPjwQLFpRtsgBJREVFwdHREenp6bCyskKrVq3K9T4eERGBTz/9FIMHD8bmzZthb28PW1tbAICXlxfW5NQyfIVEAsydq/g7KgpwcCi3qaqWsSsB+vr6ePHiReWTZitNKjoIszw2vJFEExoaSn9/f6ooGfv27WO9evUIgFKplFevXqVcLicAOjg4UBAETpw4kRYWFrkEu3OIioqih4dHmc5z7969rFu3Ll+8eMGUlJQ8RV2Lwn///Ud1dXVev36dJOnk5EQAzMrKoqOjoxg0nxMkHxMTQwBKAfVxcXHs06cPZ8+ezZs3b9LExIRGRkaMj4/n999/TwAMCAhQGtfc3JwH1q+nMHWqmMxCgEKjRuThw6Rc/m4X6E0EgcJnn70eY8mS0uu7GlHTk2jeJjOT7N37dcnD/fvLZpzExES6uLjQxcWFiYmJZTNIEfjqq69oamrKxYsXi/JmDg4OzMrK4h9//MG6devmOub5c1JbW3F9SkEprMjkSKSlpqaW36AqcuHk5MSnbxRdQDVLoqnwCZTLSb5hQPr4+DAyMpIqSs6BAwdYp04dDhs2jJ9//jlJsk2bNvz5559Jks+ePePo0aOpo6NDLy+vXMd7eHgwKiqqTOf4/PlzAmCXLl2oqalJAPzpp5+K3c/IkSM5c+ZM8bW7uzsB8O7du6xTp45oJHbp0kXUFV22bBlnzpwp6k4+ffpUbBcTE8PgYIUuXEhICEnm0iPNyMhgrVq1aJOT5uruTqFbN2VDsnt3srT03g4efN3v+++Xb/mMKoTKgMxNTMzrajWamgLfeg56J9LS0njjxg1evHiRkZGRZV6tqjAWLVrEMWPGkHz9oJjzkHz8+HEaGBjkeVzOs5maGlnGtz0l/Pz8amy1tcqCr68vw8LCxNfVzYCscUvYz549UyXQvCMjR46EXC6Hs7MzfHx8QBINGjTAgwcP8Pz5c6xZswampqbQ1tbGjh07lI7Nzs5GQkICGpZxYoaenh4OHDgAExMTbHyVUdy0adNi9xMaGoouXbqIr5s1awYA2LFjB9LS0rBkyRIAgK+vL65duwYA2LZtG7Zv3w4rKyusWrUKM2fOBACoqakpVbNJebUc/aYe6cuXL7Fs2TKQRO/evRU7e/WCxMsL+PNP8FV8lcTbG+jZE5w+He+UxXDvHvgq2l+oXx+Sf/8F1NRK3p+KGkWjRsC//0ohlRIZGRJ89BGRlvZufcrlcty/fx/Ozs7Q0tLCgAED0Lhx4zKNcwwPD8f8+fPx3nvvYdSoUfjuu+9w+PBhpSozjRo1QlBQEC5cuIDTp09DW1sbz549w+LFi7Fjxw706dMnx2EhIghAzu0jOxt4Ff1SLhgbG+Px48flN6CKXFT7OMiKtmDLY8MrD2RmZiZtbGwq/Em2KnP37l0uWrSITZo0IQB27NiRU6dOpYaGBq9du8Zp06bR3NycAwcOZNu2benq6qp0fGxsLN3c3Eo8vlwup4uLCwMCApiZmVlg25s3b3LRokXU1dXlRx99VKIasa1ateKePXuU9pmbm1Mmk7Fv374kyZYtW7JZs2Z5fq5ylvfxqu41AD569IiDBg2ihoYGZTIZ9+3bx4iICMrlcm7ZsoUAeP78+bwnlJxMfv89BQ2N117D2rXJTZvI9PTinVxmJoVOnRR9SCTk5cvFO76GofJA5s/69a8d5PPnl6wPQRAYHR1NBwcHenl5lWmFKkEQ6OjoyNWrV9PIyIgA2Lx5c27YsIFffvklBw4cyDp16rB+/frcvn07o6Oj6enp+YbOIzhp0iTu2bNHfL1p0yYC4NKlS+nvn86VK8kmTZQWDli7dpmdUi6ys7N54cKFQu+TKsqOpKQkOjo6iq9RzTyQFT6BcjnJVwbkkydP8iwvpKJo7NixgwDYvXt3jhw5kn369GGHDh04fPhwuri4MCkpiXp6ejxy5Ei+fdy6dYvBwcElGj8lJYUdO3ZUuonr6emxefPmHD58OJcsWcLt27dz1KhR7NSpE2UyGa2srLh///4Sl63s1asXV61aJb5+/PgxpVKpuHwdERHBrKysAn/svLy8mJqaSjc3NwLgs2fPmJqaSltbW6Vz+eqrrzhjxgwCYOvWrQuec2gohbFjlX6d5E2akKdOkUV9QFqx4vXx331XxCtSc1EZkPmTnU327fs6HtLOrnjHP3v2jNeuXaOTkxPj4uLKZpJvsHPnTgJgq1atxO/fgQMHlNqkpqZy69atrF+/PgFw1qxZ9PPzo6enJ0eNGsXIyEjGxMSwQ4cOBMDt2/8msJCAl5LRCJBSKdmwIblsWemGLxeGu7t7ieO/Vbw7b5dNVhmQVXDLMSDv3bvH27dvU0XxOHDgAFu3bk0AbNasmXjD3LdvH0mFgbRs2TKOGDGCzZo1K7ASxJUrV5hUwqomCQkJrF+/Pjt16sTHjx/T1dWVp0+f5m+//cYlS5Zw+PDh7NixI7t168Yvv/yS9vb2JRrnTb7++msOHDhQfL1lyxZKpVIC4IoVKygv5Ndg69atBEB9fX0aGxtzyJAhfPToET/99FMGBgbyzp07vHjxIr///ntaWlry3r177NGjhxgvWShXrlBo21bp10r44AMWGozm7U1BKlUYnh07KjIiVBSIyoAsmPBwUkdHYUQaGwtFKl6UkZFBf39/2tvbMywsrNDvU2lw5swZamtrUyaTKSXCXbp0Kc/22dnZvHLlChs2bMjWrVvzjz/+EFcb0tPJn356QOAc1dSEXIZjs2YJ3LWLjI8v89PKk9DQUPr5+VXM4CpIkq6urox/9QFQGZBVcMsxID08PFRPY8XEz8+PEomE33zzDdeuXctp06aJN9wLFy4wIyODTZs2FfcV5OFNTU2lnZ3dO4UQeHt7EwA7d+7Mjz/+mAMHDuTo0aO5ZMkSHj16lDY2NgwLCyuxx/Ftjh8/Tj09PSYkJJB8Xc4RQK4yVXkxZswYDho0iH///Te3bt3KpKQk9u/fnwA4ZcoUsV1OdreOjg41NDQ4Z86col+nrCxy924Kdeq8NiKlUgrz5uX9y5WZKRqdgrq6okadikJRGZCF88cfr42nWbPybyeXyxkaGko7O7sihaOUFps3bxa/v/7+/hw5ciQB8Pjx44Ue+/jxYy5fvpyamtrs0+d7WlmFiKUd39xkskiuXCmwffsJ1NbW5tatW8vhzPLm+fPnvHTpkipsqwK5deuWmMykMiCr4AaAgiDQ3t5eJWtQTLZt28Z27dqJry9cuMCuXbvS2tqacrmcx44dEzOK843be0V4eDhv3LjxznNat24dO3fuzM8//5wrVqzg4sWLOXToUOrr61NdXZ0AqK6uzjZt2nDixIlcs2ZNiaWb0tLS2KFDB06aNIkkmZ6eTi0tLQLIFd8ZGRnJxYsXMzg4mH/88QdnzJhBmUym9OPk4eFBAGzatCnnvxEsJggC//zzT/7zzz8l/4wmJpKLFlGQyV4bkgYG5K+/km8a1Bs3vv6127ChZGPVQFQGZOEIAjl48Gujytk5d5snT57wypUrvH79Op8/f16u8xs2bJhoQC5ZsoR79uzh2rVri3RscLCiRLyxcUYuo1FN7QWHDAnnhg0ujI1VLMHHxsbS2tqaUqk01/J4eSEIAi9evFikh10VZUNUVBS9vb1JqgzIKrkBYEZGBm1tbVVPYsVk7dq1YrJIfu9LJJIiBbx7e3uXuYRSWloaw8LCeOnSJf7yyy+cO3cu27VrRwDcvHkzs7Ozi93nsWPHaGhoKL728vLixIkTGRkZKXoxrKyslOKp6tevz/Hjx/PEiRNKfTk7OxMAtbW1y04L8/ZtCoMGKf3CCa1bkxcvKmIna9UiAcrbtFEtXRcDlQFZNMLDSW1thRHZsqUgfsRevHhBDw8PXr58mY8fPy7Xe7Gvry/nzp1LmUzGVq1a0dPTs0j3gvh40tqa7N6deRiNAjt2jOCGDXfZtm1XtmzZkj/99BPv3LmjdG7r1q0jAO7YsaNCfn98fX0ZGhpa7uOqUPD8+XNefpWgqDIgq+AGgAkJCbk8RioKJjU1lQMGDKCmpmaeN77IyEiqqalxx44dhfYll8tpa2vL9OJmCpcCjx49Yq1atQiAN2/eLPbxf/75J62srPJ8b9y4cezSpQtXrlzJGTNm8MSJE3Rzcyvwxyk6OlpJXPZtEhMTuWHDBs6ePZtff/11yTySgkCeP095s2bKhmT9+q9fqxLKioXKgCw6W7a8/pht2pTNwMBA2tnZMSQkpFziHN/k4cOHSslqhcUEpqeT//1Hjhql0G5823B87z1y507yzVyf+Ph4fvPNN2zZsiUBsEWLFjx48CBJhRfw119/Za1atbh58+ayPNU8efToUZkXblCRP9nZ2Tx//ryoyMFKYBOV1lbhEyiXkwQYGRlZKsunNYHs7Gzu3LmTJiYmbNiwIf/99988202ZMoVdu3Yt0lN1YmIinZycSnuqRWL37t3U0tLipEmTSuQBsLa2prGxcS4ZoMjISGpoaIhVaEqLkSNH0tTUlOPGjSMAnjt3ruSdZWSQW7dS0NVVNiTzMYhV5I/KgCw6L1+SlpY5AuNZdHAIrJCHR1IROvOmAZlXnLYgkFevknPmkPr6uY3GJk3IlSvJe/cKH+/u3btcs2YNZTIZ//rrL3H/1q1b2bx581I8s6KRI19XktUXFaXDpUuXmJKSojIgq+IGKCoG3CvKt18F582bRz09PW7cuJEvXrzIt52WlhZPnjxZpD7v3r1bIRnw2dnZBEANDQ2mp6eXSFsuPj6eAHjo0CGl/fPnz+fUqVPf2aPy4sULbt68mZ07d+by5cvZt29fduzYkQMHDiQArly58p36J0nGxlLeuTMFgALAgGPHylRnrzqiMiCLTnx8PLdt8xcNsDeKOVUIH3zwAbt165Zr//375OrVpLl5bqNRT0+RCOTqWjLpnW+//ZYWFhY8d+4cQ0NDRR3YinBkuLq6los8koq8uX79OmNjY1UGZFXcANDb25sPHz7M85+r4jX79++nVCotVOw7Z1koJzklMDCQx44d48uXL5mRkcHdu3dz48aNosevKDew0NBQfvXVV5w3b16pGPsJCQn87rvvCIDffPMN27VrR319fTo4OBSrn2+//ZYA+MEHH4j77t69S6lUSgcHB96+fZtDhw7l8OHDmZaWRrlczkuXLvHEiRMFShqRiphILS0t6uvrc8GCBWzcuDEBUFdXlxMnTuTBgweLJudTBIKCghj2ww/MXrKEwcHBtLOzY1BQUKllrFd3VAZk4aSmptLb25uXLl3io0ePOHKkIhZSIhEqNNlfV1eXhw8fJkkmJJC7d5M9euQ2GmUycuRI8p9/yLS0dxszKiqKffv2FZPuunTpIkqNWVtblyicpqRU1AO8CgX+/v588OBBtTMga0zNstTUVNSuXbuip1HpcXR0xNixY9G3b98C22VmZgJQlB0DABsbGyxfvhyffPKJUrulS5dCXV0dycnJqFu3bq5+QkNDsXHjRvj4+ODevXvo2rUr1NXV0bZtWyxduhSjR4+GiYkJnjx5gtu3byMiIgKCIEBNTQ3q6upQV1eHrq4uzM3NYWJiAl1dXZCEvb09Vq5cCZLo2LEjfvnlF/Tu3Rvdu3fHqFGjEBISAjMzsyJdExsbG/Tv3x+HDx8W9wUEBEAQBOzZswe2trZ4//334eLigu+//x537tzBkydP8ODBA8yZMwe//vprvn2fOnUKXbt2xaVLl6CtrQ1ra2vExMTA1NQUM2bMwIgRI/D48WOEhYXBwsKiSPPNi/T0dEREROCDZcsg09JCSwBmZma4e/cunJycYGlpCTMzszItF6ei+pKdnY2QkBCEh4ejWbNm6Ny5M9TU1PDzz4C9PSGXS7BiBXHhQsV8vjQ0dHHzZhOcPAnY2QFZWcrvd+sGTJ8OfPwxYGRUOmOamZnBzc0Ncrkct2/fRt++fZGdnY1bt27hy1flQ0ePHo2jR49CR0endAbNh3r16iEoKKhMx1CRP7Vr1xZL11YrKtqCLY8NrzQLVZ6WggkNDaWOjg737t2bb5t79+6xQ4cOPHfuHA0MDMQYH0EQOH36dDHOSFdXl9evXyep8AS6uLjk6uvnn3+mTCZj7969+csvv/DatWsUBIGCIPDEiRNs06aNUuySmZkZP/jgAw4aNIhWVlbs27cve/bsyVatWolJMjmbRCKhRCLh4MGDuWjRIjED/+XLlwTAq1evFumaPHr0iEZGRty0aZPSfkEQ+Pfff/Ojjz7iP//8Q0EQePDgQTZt2pR9+/aln58fz5w5wxYtWhSYvLV+/Xr26tUr135zc3P+9ttvJClmkTvnpYlSRAICAhgYGJjne4mJiXRxcaGLiwsTExNLPEZ1R+WBzI0gCIyKiuLFixd548YNpuXhtps167WsT3nmcggC6eZGzp1Lqqu/yOVtbNxYUYzpzp3ymY+dnR1nzZrFgQMHslmzZuK9ysjIqMzHzsrK4oULF8o9gUmFgsePH9Pd3b3aeSArfALlcpIA7YpbW6sGsm3bNpqZmeV7k0lNTaWZmZl445s8eTKnTp0qvp+cnEwdHR0CoImJCWfNmsX09HSGhoYy4K3KKIsXLyYArl+/vsDElpSUFD548KBQvTi5XM64uDgGBQXRysqKEolEFG99k5w4lKIu5wwbNow9evTINxb0yZMnjImJoSAI9PT0VIorFASBixYtoo6ODr28vPI8fvr06Rw5cmSu/V27duXPP/9M8rUBmVe7opCWllZoBnxRDIGajsqAVObp06d0dXWls7OzKLSfF1FRpIaGwogcOrTsZWwKimusXTuLM2cq9Ckr2paKi4vjxIkT2bt373IZz8nJqUD1BxVlR3JyMi9fvlztDEhp+fk6KxbV8nXhNG/eHAkJCTlGdy7U1NSUllp69uyJc+fOYffu3WjTpg26desGTU1NTJgwATNmzMCJEyewc+dOJCUlwcDAQDwuLi4OO3fuBKAILSho2bR27dqwsLCAnp5egXOXSqUwMjJCmzZt8Oeff8LCwgIjRoxAZGSkUrvY2FgAgFER16mio6MxZMiQfJeYvvjiCxgbG2Pz5s3o2bMnrKys4O3tjYMHD+LIkSP47LPPMGHCBEyaNElc7n8TAwMDJCUlISsrCwcOHMDcuXMhl8uRmpoKLS0tzJw5E0FBQZgwYQJu3LhRpDm/TWhoKBo3bgxNTc1820gkEpiZmWHgwIHQ0tKCs7MzgoOD85yzippNRkYGfH194eXlhSZNmqB///4wNDTMt72ZGTBrluLvS5ck8PEp/TklJgJ79gC9egEtWwI//ACEhyvek8mADz8E6tT5At988384cACwsgKkFfzrZ2RkhP/++w/Xr18vl/EMDAzw7NmzchlLhTLa2tpIT0+v6GmUPhVtwZbHhgrKfKtq3Lt3jwAKFJ1NTk7mqVOn6O/vz4yMDC5ZsoR6enps3LgxZ86cyb59+zIkJIQuLi6sW7cuP/roIzo4OIiVEFxdXWlqaioug5fVkkpycjL79+9PHR0dbty4kSEhIfTz82Pbtm3Ztm3bIsv5bNq0iW3atMm1Pz09nW5ubvzzzz9Fj2zXrl3FZXdDQ0MaGRmJS+9aWlp5lmvz9fWlnp4ejY2NxX68vb0pk8l4/vx5AuCgQYN46NAhNmzYsNjXIT09vUT6mykpKfTy8uKlS5cYHR2tEuCnygOZnZ0tJl/dvn27WCFBUVGkurrCCzl+fOl8ljIyyJMnybFjSXX13N7Grl3JHTvIJ08U7ffs2UM9Pb0aW5UlPDy8XBN3VCjj4OBQ7TyQFT6BcjlJQCXhUwRydKpyYheLgyAIDA0NZVhYGB89ekQAbNmyJePi4mhjY0NBEPjjjz9SIpFw9uzZ5bJEmp2dzV27dtHCwkI0zoYMGcJHjx4VuY+c2tuenp5K+8+ePasUcxkSEsKXL19SEAQ+ffpUNIxtbW05ZcqUAq9pQkICd+7cyS+++ILNmzfn2rVrqa6uzpMnTxIAR48ezWvXrlEikRT7Qej27du89Q7pr3FxcXRycqKbmxufPXtW4n6qAzXVgBQEgTExMXRwcKCnp2eB0l4F8fnnrzOy84guKeJcFPr38+aRb5R+FzczM3L58rzjGl+8eCGG1/Tq1StXWE11JykpiY6OjhU9jRrL9evXVQZkVdwAqCR8ikBmZiYB0NbWtsB2MTExuUS1czTOcoy0nL/d3d15+fJldu/enQC4atWqsjyFPBEEgcHBwQwODi7RsTk1radPn66UiGJtbU1DQ0NqaWnxu+++K5W5dunShQC4bt06zpo1i+PHjxe9f4MGDeIXX3xR5L6ysrJoZ2f3znqPcrmcYWFhtLe3p5+fX6HSRNWVmmhAPn/+nNeuXaOjoyOf5LjySkhQ0GtDb+HC4h0bEkKuXUtaWOQ2GnV1WeS4xqNHj3LNmjXs0KEDZ8yYUdJTqZLI5XJVMmkF4u/vX+0MyBoTA1nWMgnVgeDgYABA69at822zbNkyGBsbQ09PD6NHj0ZCQgIAoF27dpC+Cip6+PAhDA0N8cMPP0AQBMTExMDb2xubNm3C0qVLy/5E3kIikaBly5Zo2bJlsY8lCWtra9jb2yMsLAzt27cXZYAWLlyIuLg49OvXD56enqUy18uXL2Pnzp1YuHAhjhw5gi5duiAzMxNnz55FUFAQMjIyitxXdHQ06tSp887xv1KpFObm5hgwYABkMhmcnJzw4MEDCILwTv2qqLy8fPkSt27dwvXr19GoUSNYWVmhfv3679RnmzbA0KGK+Oq//iKePy+4fWIi8NtvQO/eQIsWwPr1QFiY4j2ZDBgxAjh+HIiNRZ5xjXfu3MGhQ4dAEufPn0fjxo2xZ88eZGZmQk9PD3/++ScCAwPf6ZyqElKpFHp6enhe2IVXUSZUSxukoi3Y8tgAqJ66isDKlSvZoUOHAtt8+OGHBCCK4/7333/ie3K5nHK5nP/++y9bt24tVlHp1asXP/744zKZs7u7Oz/66CPWr1+fgwYNKlQAvTjcunWLFhYW1NfXp7W1NbOysnjz5k326dOHANigQQM2bdqUurq6oqB6afLJJ58oLZOvXLmS8fHxRTpWEAQ6OzszNja21OeVnJxMd3d3XrlypUz6r6zUBA+kXC7ngwcPaGdnx4CAgDzjdt8FW9vXnsNdu3K/n5FBnj5NjhuXd1xjly7kL7+QRfnY1alThwB4+fJl9urVi3379uWKFStoZWUlfqfyU0eorty6dStPdQoVZc/jx4+rnQeywidQLiep+KepKICYmBgaGhrS2tq6wHaJiYn87rvvqKmpKcbn5UdycjJtbGwYERGhlITx4MGDdwopyMzMpJOTE5cuXUqZTMYxY8bw4MGDnDJlCiUSCf/4448S9/0mgwcP5pAhQ7hp0ybq6enxk08+Iakwzvz8/HjkyBHu2LGDERERpTJeXkRERPDy5csFyqTkRWJiIi9fvlymyS+xsbG8fPky3d3da0RiQnU3IJ88eUJHR0deu3atUNmskiKXk02bKmpkt20rUBAUcY3u7uT8+XnHNZqakt9/r1gCf5vnz5/nK01z7949rlixgklJSezXrx/Hjx8vvnfjxg2ePn26xiWHRUVF1TijubKQnJysMiCr4qYyIAtnypQp7NatW5Hi2+RyOa2trTljxgxevnw533apqam0t7dXukkfOnRIKfGkJIwfP54A2KZNGx45ckTcn5aWxunTp7Nt27Yl6vdthgwZwo8++og3b97kt99+y1q1alWZH5wbN26U+PoWB7lczpCQENrZ2TEwMLBae/qrqwH54sULenp68vLly6KmaVny44+vjcPZs8lmzXIbjTo65Oefk05O+cc1xsXFifeSvOIzBUEQPagrV64kAIaFhZXlqVV6Xrx4wUuXLlX0NGokcrm82hmQNaaUoYqC8fX1xdy5c1GrVq0C26WkpGDgwIHw9vYGAHzwwQf5tn327BkMDAyUdB5tbGwAABYWFmjQoEGx5+nj44Pz589j+fLl+PHHHwEA165dg6urK3bt2oUnT55g3bp1xe43L5YvX44xY8bgxIkTkMlkWLt2rdK5eHt7w93dHWfPnsWKFStgZGSE7OxsaGlpwdLSEjKZTKm/tLQ0hIWFISUlRXxPKpWiS5cupVpCMDs7G7GxsWjXrl2p9ZkfUqkUzZs3F8siOjo6onXr1mjSpImqLGIlJysrC/fv30dUVBSaN2+Obt265frMlgVTpwIrVhCABH/88Xq/TAYMGQJ8+ikwZgygrV1wP9I3Ah5JZe3a5ORkjBgxAo8ePcL27dvx8OFDAMCjR49gbm5eWqdS5ahduzaysrKQmZlZ6L1eRekirWjh0bKgoi3Y8tig8kAWyoIFCyiRSNi+fXvq6uqKVVXejpextbUlAB48eJCDBg3i4sWL8+3z/v37ucrnCYLAiIiIYmfyCoJAb29v6unp8b333uOdVzodwcHBBMAOHTpw3bp1fPz4sXhMYGAgd+zYYkiJogAAIABJREFUUeS4wbzIzMxkRkaGUizYkydPRIkdANTR0WHz5s2V4hUXLFig1M/hw4eprq6u1CZnK4lsUkE8fPiQ7u7updpnUUlKSqKbmxudnJze6bpXRqqLBzLnO2hvb09fX99ia4SWBvXqvS5v2KlT0eMa36R9+/bid+jtz9pvv/1GHR0dDh8+nNra2gRAbW3tUjyDqouqZGnFAZUHUkV1pEePHtizZ4+YldizZ0/xvYiICDRp0gQZGRmYN28eAEAmk6F+/fqIiYnJt8+UlBTUqVNHaZ9EIkGTJk2KPK+MjAzs378f1tbWuH//PkaOHImTJ0+KT89xcXEAAE9PT2hpaQEABEHA1q1bsWbNGmhpacHBwUH0fBYXDQ0NAIBcLse5c+dgZGSE0aNHIzExEQDw008/wdjYGHPnzsWQIUOwfPlyfPDBB3B2dhb7yMrKwqxZs2BmZob27dvj+vXrEAQBT58+hYWFBSwtLUs0t/yIjo6GiYlJqfZZVAwMDNCnTx/ExMTA19cXBgYGaNu2raoSVCUhMTERgYGBkMlk6NGjR67vZ3nxxRcSnD2bigULnmP+fOMS9ZFTJWn48OGoV6+e0nv3799H586dYWdnh+joaJiamiItLQ0xMTEwNi7ZeNUFHR0dpKSkoG7duhU9FRVVnYq2YMtjg8oDWSAuLi5KNa4tLS05fvx4mpmZUSKRiAkcx48fF7MaSfLKlSuUSqW0trbmgQMHctWXdnNzY1xcXInmFBwczK1bt9LMzIyGhoZcu3YtHzx4kKtdYmIiJRIJ27Vrx4MHD9Le3p6jR48mAFpbW3PcuHEEwE8//fSdMrTfjN3M2QYNGsTMzEz6+voSAI2MjMTsdBsbG6XjV61axYYNG7JRo0bcvHkzf/vtN3p4eOTS03xXMjMzaWNjUyliEbOzs3nv3j3a2tryzp07pX6u5U1V9kCmpqbSx8eHFy9e5MOHDytFLG9cXBydnZ1LfLwgCLS1tc3lTYuKiqJMJlNKpsupQ+zn51fi8aoLd+/eFVdwVJQvqGYeyAqfQLmcpMqAzJe7d+9SV1eXM2bM4MGDB6mhoSFWiVm8eDEBcOnSpfTw8KCGhgbr1KmjJFmzadMmJaPq6NGjovFy8eJFpqamFnkukZGRHD16tFg5pmXLllyzZk2hFVBOnTqV59Lwm1unTp3Yr1+/ElwhBf/99x/19fU5YcIEqqmpUUNDg1u2bOHQoUNFWRADAwPOnz//narsxMfHc/fu3dy0aVMu4fOUlJRCjbCIiIhKl2WZlpbGGzdu8OLFi4yKiqoUxktJqIoGZFZWFu/evUtbW1vevXu3UhnxgiDQ3t6+WJVtXF1dOX78eNapU4ft2rXjTz/9lOvz9Mcff1BLSytXmdSq+rkrbaKioujj41PR06iRqAzIKripDMj8WbFiBU1NTSmXy7lu3Trq6emJMVHOzs6iAdaoUSNOmjQpz5vwpUuXlIy11q1bMzExkRcuXCjyTVsul3PcuHFs0KAB9+7dS19f32Kdx969e7lo0SL27NlTnMeRI0d49OhRxsXFcahCwbjEZdhyKu1ER0eLntlatWpx8ODB7NKlC6dOncrs7OwS9Z3Dw4cPaWhoSBMTE9arV48WFhZMSUnhkiVLeOnSJdapU4cSiYRz5szJVwbJw8Oj0lZdSkxMpIuLC11dXfOVXqnMVCUDUhAEPnz4kJcuXaKPj0+xHuTKE39//yLrEh47dowAOH78eB49epTfffcdAdDBwUGpnbOzMzU0NJRke1S85unTp+/k+VVRclQGZBXcVAZk/ty8eZMymYyWlpZUU1NTEgbPzMzkwIEDKZPJOGLEiHx/hB4+fMhffvmFcXFxjI+Pp5GREQ8ePFisuqsBAQEEwAsXLrzT+QQFBfHrr79WSnrJkU8AwM2bNxerv0ePHjEmJoY2NjaUSqX5eji1tLT41VdflXjez58/5x9//CEmBDRv3px169bliRMnlMbJqSeel/5mdnY2bWxsSl38uTQRBIGRkZG8ePEib968WS410UuLqmJAJiUl8erVq3R2di62fmh58/jxY167dq3QdhEREdTS0mKbNm2U9s+ZM4c6OjoMeksk0sbGRhTfL6yUZ0ZGBq9cuVKpvLNlSU6Yi8ojW/6oDMgquKkMyIJxd3fnDz/8oLT0uWLFChoZGVFbW5symaxQo0QQBP70008cP348JRIJT548SU9PzyLPITMzk5aWluzSpQu//PJL0WD6/fffS3xeOeRkagPgvXv3Cmwrl8v58ccfs379+kqG25kzZyiRSGhoaEgdHR3u27ePnp6enDlzJvX19dmsWTP269eP5ubmRdKa8/b25t9//82oqCiSFCv35JxzXkbqmjVrSJLt2rXjli1bcvUZFxdHFxeXElyh8ufly5cMCgqinZ0dg4OD39l7Wx5UdgMyPT2dvr6+tLe3zyXeX1nJysrihQsXCjTeEhIS2K9fPzZr1oxOTk5K78nlcnbu3Jnz5s3L9Rk6fvw4jY2NaWhoyB9++IFJSUl59p/z4Hbu3Ll3P6Eqgq2tbYVk39d0VAZkFdwAiN6zrKysGvOkmYOPjw9r1arF+vXrix6fzMxMOjg4KC13CoLARo0aiaX6vv32W06dOjXXU39e5CzxAuC///7L4ODgXEk1hfHo0SNOmTKFhoaGYl+fffZZocdlZWXRx8cnXyPX1NSUMpmsSOLlXl5eBMCdO3eKiTIaGhocNWoUATAiIoLJyckMCwsTSw02aNCAANijRw8C4KJFiwocIywsjBKJhADYu3dvkq/jTQHQycmJW7dupUQioYaGBpctW8YNGzaI/7vGjRtz3759ufq9fft2lQuOT0lJoaenJx0cHBgdHV2pjZ7KakBmZ2fz/v37VVbM/dq1a0ryW28zcuTIAhNgfv31VwLgsWPHcr2XmprKnTt30szMjLq6ulywYAGPHTvG1NRUurm5cdKkSeL3rjgPvFUdV1fXSu+dro6oDMgquAGghoYGe/fuzcaNG7NXr155/nOrEy9fvuTt27fZokUL8QbZrVs3BgYGsnPnzjQyMiIAampqcsmSJTx//jyTkpKop6en5PHKMWgK4q+//qJUKuXQoUMZGRlJkvT19WV4eHiJ5v6///2vWAkvOcZe+/bt84xxNDExIQDWrl2b06ZNK7Cvv//+mwAYExPDFy9eUBAEnj9/XrwmoaGhXL16dS7voLGxsZiBDaDAp/vDhw9TKpVy7ty5HDBgAElF8kyOwZzzsCMIAn19fblmzRqeOXOGnp6e/OabbyiVSvMMgndycqqyPwrlUUbvXalsBqQgCHz8+DEvX75MDw+PEsf3VjTBwcEMCAjItV8QBB4/fpwTJkwQv1e9e/fOtVz98uVLGhkZcevWrfmOkZmZyYMHD3Lw4MHU0dER+xs7diwHDx5MALx48aLY/unTp3RwcOD169erpcPhxo0b4r1aRfmhMiCr4AaAdnZ2XLNmjehdmzx5cqkLOFcmfvjhh1xGzl9//cVOnTqJy6RPnz7l4cOH2adPH2pqalIqlbJDhw5ie0dHR2pra/Onn37Kcwy5XM6dO3dSKpVy586dSu+5ubkxNjaWsbGxxY7J+/jjjzlp0qQit09KShLn3LlzZ0ZHRyu9P2TIEALg/Pnz2bx58wL7OnToENXV1XMZYv369RMNyxzj+83NwcGBS5Ysob6+PgEU6ElzcnJSWhoXBIHjx4+nqalpLiPgbfmgJk2a8OTJk7n6TE9Pp62tba7M06qEXC7ngwcPaG9vT39//2KLzZc1lcmAfP78Oa9fv84rV64wtrgK3JWMpKQkXrlyJdf+/EI5ZsyYkavt0qVL2bVr1yJ5sJ89e0ZHR0el1YihQ4fyyy+/ZEpKiriy8OZW3bh3714uQ1xF2aMyIKvg9vYNwNHRkR9++CEBcMiQIbx16xarG2lpady9ezeDgoLEm+CbkjtPnjwRddRWrVolBt3n1Izt0qULydeZjzmZjjExMdy5c6eYMa2mpkZra2txXEEQGBgYyBMnTrBZs2YEwFq1anH58uVMTU1leno6T58+zV27dtHLy4uZmZm5bvqXL1+mVCrN13AlFT8CcXFx9PPz44YNG6irq8uff/6ZPXr0YN++feno6Cg+IKxfv54ymYz9+/cngFzyOG8yZ84cDh8+PNf+AwcOsG7duszMzGR4eDgfPnzIFi1a0N3dnVFRUXRwcGDLli05derUQv83T58+5bJly2hlZcWWLVuyXr16eS7RZWZmMj09ndu2bSOAAuMbY2JiKqz6TGmTmZnJgIAA2tnZMTQ0tNIYxZXBgMzMzOStW7cq3bV5FwRByDP5a9iwYeL9KifUJjs7O08j8fr165RKpRwyZEiJtGfXrVvHdu3acfLkyeKY+/fv5549e7h3796SnVgl5uHDh/T29q7oadQ4VAZkFdzye4IMCAjg8OHDKZPJOH36dJ49e5ZXrlyp1HFYJeGzzz5Tepr+8MMPOWDAADZq1IgymUz0SrZo0YKHDh2iIAhK12DWrFnU1tbmwoULqa6uTjMzM86ePZtbtmxR6vf27dscOHAgpVIpT506xb179zIwMJCHDx9mw4YNqaWlxdq1a1NLS4stW7YUj2vevDk3bdqkFAS/a9cu6unp8dtvv+WIESNoZ2fHvXv3ikbh+PHjlcZu3769OF5OfCEApqWl0c/PjwCopqZGAGKykKurK0+dOqV0rRYsWEB9fX1u27atyJ+Dv/76SxyvKPJDmZmZtLCw4HvvvUdra2v+9ttvDA0NzdWuU6dO1NTUFI3fgvQw79y5U+XiHwvjTS/bkydPKno6FWpAyuVyhoWFVVrv7Lvi5uaW6398+/Zt8Xv1+eefc+XKlfz555/5+eef84cffsjVx/3799mpUyc2b9682F5Za2trAqCenh61tbULjWOu6iQkJPDq1asVPY0ah8qArIJbYUsQFy9e5KBBg8Sb1UcffZRLW6yqExUVxQsXLnDx4sWcPn06ly9fzoMHD4oZw+Hh4fzkk09Yv379XIaTIAjism2PHj1Er8eePXuUjLixY8eyVq1aovfoTSIiIsR2OVVaYmJiePbsWX799dfU19fnxx9/LLZ/9uwZJ0+ezPfff5/9+/cXjcIGDRpw586d4v/rv//+U5rDwYMHuWvXLlH3ccCAAbSwsGDXrl0ZEBDAI0eOiOeXk/Sybds2cdzDhw+LfVlaWvKzzz4TA/wfPHiQp1Hp4+MjxlGNHTu20P9FSkoKpVKpUrUaFxcXbtu2jWfOnGFGRgYdHR2prq7OPn36cN++fYUas9evXy8wEaGqUpni/CrKgIyLi6OTk1Oljg99V27fvp2nQoKvry/Xr19PKysr9u7dm+3atRO/nzmJMQ0aNKCFhQXXrl3L06dPs1atWty+fXuxxrexsWGzZs3o5eXFZs2asX379tUy9jGH5OTkPMMGVJQtKgOyCm5FjWHJysri+PHj2atXL8pkMv75559FOq66sGbNGhoaGuZprPz++++sV68ejx49Ku67c+cONTU1CYCmpqaUSqXcvHlznjentLQ0bty4kV988UWu2Jvs7GxRAHzatGk8cuRIrvGfPn3K+Ph4fvXVV2zRogXNzc05duxYZmZmcs6cOaxVqxatrKyUlqfd3d05Y8YMbt68OU+PRFBQEPX19XMF32/YsIFTpkxRkhP6/PPPCShKIv70008MDAxkeno6fXx8mJiYyDFjxlAqlRZ5uatVq1Y0Nzfnl19+yS5duhAAGzduTACisTxx4kTGx8cX2ldOKEJ1luV4M9P49u3bFZJpXN4GZEpKCr28vKpEhvq78ujRIzELWhAE+vn55fofnz9/nuPHj+fSpUt59OhRHjhwgKdPn+axY8f+n70rD6tpbd9Pu9qlSVSUDEmSjMmUDMkcMhzn4OAjM51zHBwcM5nJlCm+jiFzhqNQKhVJkkoylAaRMYk0D3uv+/dHv7W+tr2bS+3s+7re62Kvtd71rrXba93v8z7PfWPbtm0wNTXltFpv375d4bHExsaiQYMGMDAwQHR0dKWuq7YiNzdXbJIvQ/VDRiClsFUkCXrv3r3g8/mIiIjAjh07sGrVqnL3IW3YvHkzNDQ0EB4eLrYtLy9P4oy8oKAA4eHh0NXVxZ9//gmgsKK4PMsj79+/54gaj8fjKpRLszAsiqp4ubLezeyLa/PmzVBQUICCggL09PQwc+ZMDBgwAB06dBBLsldTUytXLm1iYiJWrlyJ4cOHY/ny5VwV6pMnT+Di4lJmp5akpCRs2LABFy9erLDvuDShJrUOvxeBlEaNzMoiKysLXl5eCAgIwLhx40BEMDU1xbhx47i8ZiKCra0tjIyMOPmrb5GXl1fu5euvX79i69atIo44rLGBgoJCpa6rtoJhGLi7u9fpSUltRF0jkAokg0T8/vvv5OvrS126dOE+a9euHU2YMKHCfQKgTZs20fXr1ykkJIQmTpxIZ86cqYrhVgmWLFlCT58+pUGDBpGnpyf16NGDiIiSk5OpQ4cOlJmZSdOnT6e9e/eSvLw8EREpKCjQo0eP6MOHDzRw4EAiIsrPzyc+n1/m8+rq6lJQUBAdPHiQLC0tqWXLlrRgwQKysrKiXbt2kUAgoObNm5OqqioBoHfv3tH9+/fpwYMH9O7dO6pXrx61bNmSWrRoQVpaWlS/fn1SU1Ojhg0bkomJCampqZU6BoFAQFZWVnT37l1q2rQpOTs7k6urKwkEApKXl6eYmBjS0NDg9o+OjqaUlBQyMTGhhIQE0tfXp+bNm5f5mg0MDGjjxo3c/fLz86PTp09TVlYWjRs3jm7dukWDBw8mVVXVYvu4ffs29e/fnwYMGEACgYDWrFlDT548ITk5uTKPQ9qgrKxMZmZmlJaWRo8fP6bExETq0KEDaWlp1fTQKg0A9Pr1a4qOjiYdHR2ysrKievXq1fSwvgvq1atHubm5NHnyZDIxMSF9fX2qX78+NWjQgHx8fCg9PZ327dtHv/32G4WGhlKPHj3o2bNnZGpqKtIPn8+nxo0bl+vc06dPp0uXLpGOjg7l5+fTkCFDaPjw4eTs7Exz586llStX0qZNm6rycmsccnJypKioSPn5+aSkpFTTw5FBWlHTDPZ7NKqgDMPnz59hZ2fHaSOqq6sjLi4O//77L5YuXVru/nx8fESiVsuWLavQuKoTBQUFsLOzg7y8PLZs2QKGYTiRcCcnJ2hqakJXVxcjRozA3LlzcfDgQaiqqoLP53PFKYmJicWK/pYVrJ0fn8+XKOVhZGSESZMmYeXKlVi4cCFsbW1hZmaGFi1aoEGDBlzBjI6OTrGRORcXF4wYMQIpKSmwtbXlIhzTpk2DoqIiJ91DRBgxYkSJ42UYBqNGjQIRYeTIkSKact8iPz8f8fHxsLa2hr6+PletbmpqCk1NTe6cJVkjJicnc/s5Ojpiw4YNaN269Q8VUSjq9xwaGlrtfs/VGYGUdp/wyiI9PR3bt2/H2rVrxbbFxsaK5KQzDANNTU3s3bu3Ss6dkZGBsLAwMAwjklO9ZcuWOivjAwA3b95Eenp6TQ/jhwLVsQhkjQ/gu1xkJR4AwcHB3Mv8WxJTXhQlkPv27avwmL4Hzp49CyUlJRw5cgSZmZnQ19eHvr4+V7FtYmICVVVVEBHmzJkjUhVaWY0xhmHg7e2NXr16gcfj4Z9//sGbN28QGxuLuLg4pKamlqkPtkq8V69emD59ukh+5MePH7nvYu3atVBRUeFkcgQCAU6ePIlBgwZBQUEBKioquHPnjsTzfP78GYcPH8aYMWNEluF1dHSKlVixsLAAEYk47rC5Vunp6UhJSYGJiYnEStOi17dv3z6MGTMG69atw9SpU/Hvv/+Wel/qIgoKChAdHY3r168jOjq62oofqoNAZmdnIywsDDdu3EBSUtIPNQEoioSEBPzxxx8YOHAgZs2aVeJ9yM/P5+xSywuBQIB+/fpBU1MTLi4uEs9TdOLINmkV6C8JgYGBdfK6ajNkBFIKW2VnkO/fv4dQKOTcQogI8vLyIjaAZcH169e548srrl0T2L59u8ToX0xMDNq2bcv9v2/fviLHRUVFlWoZWBKOHTsGIkKnTp0gLy8vJrXDojQNPHZ8kyZNgqWlJYyMjLj8xq9fv2LkyJGYMmUKtLS0MG3aNLHjBQIBhg8fDisrK4n9f/z4Eebm5tx5goKCEBAQgNevX0NJSQlXr17l9j1+/Dh69eqF0aNHY+LEiSAiZGRkYOnSpSLJ7AzDYPr06dDW1sabN29KvVdA4YugLMU2dR1ZWVl48OABvL298fr16yonY1VJINl82+vXr+PZs2d1uuL3W2RnZ4t9N46Ojvj5558xefJkEBGGDBki8ViBQICpU6eiYcOGFSY/nTp1EvnNfgvWtpSIuMleXaxYDgkJETNdkKF6ISOQUtiqagnizp073IPFwMAADRs2LNMsmGEY5Ofnc8d6eHhUyXiqGwUFBRg2bBh+++03XLlyBR4eHtxD+8CBA9z1fGs7GBYWhqSkpHKfj2EYnD59GiYmJjA3N0dMTAyICIaGhvj7779FSJKdnR2aNWtWYn+HDh3ixvHp0ycoKirC19eX256RkQE1NTXMnDmzWF09VkPS29sbLi4uOHz4MIRCIeLj48Hj8dCiRQt4eHhg7ty53EsxKysLDRo04Kr4MzMzuQru9u3bw9LSEvXr1xerMnV1dUWzZs3A5/MlvtgkIS8vD56enrVCJ7G24NOnTwgICEBgYGCVLgdXBYFkGAZv3rzhlt0zMzOrYGTSA5Yg2tnZISoqCmvWrEGnTp2gqamJJUuW4PLly5g7d26xKSC3b98GEVVKwzA9PZ17dklyIyvq4vXgwQOp8xYvKx4+fFhhu1kZKgYZgZTCVlUEMiMjA+7u7sjMzERmZiZMTU3RpUsXtGvXDiYmJhKjCM+fPwcR4ffffwcRoX///lUyltqA4OBg+Pv7i5Gv4ODgcldC5uXlYd68eeDz+bCwsMCRI0cAANHR0di2bRvatGnD+d1Onz6de8CXRxevWbNmItJMSUlJICKR6stvwYqEN2zYkDvn5cuXERERASKSGGl1cHBAo0aNOM3CZ8+egYjw9u1bLFy4EE2bNoWGhgb27NmD2NhYnDlzBkKhEJ06dcLAgQOLfahnZWXhy5cvnHOHlZUVVFVVcfbsWRARzp49i4CAgDLfj7oMhmHw8uVLeHl5ISIiokokjipLINPS0nDnzh34+/v/kBHjc+fOcVJd7G/JxMQEXbp0gbKyMvr37w9/f/8S+2BXJyorpH779m30799fotIDwzCIj48HEcHFxaVS56nNePr0aYmuXDJUPWQEUgpbdSVBs77aBgYGxS6HJCYmiiz/Vra4pDYiJSUFHTt2hLe3NwAgICCg2MjPx48f8eeff+LEiRPw8fGBh4cHHB0d0aJFC+jo6BSr35abm4s1a9bA1NQUAwYMwJEjR0RyB8uCxo0bY926ddz/2ZfEt5Ze+fn5CAwMhK2tLXg8HrZv345evXpBW1sb3bp1Q2hoKKKiokBEePnypcixUVFRUFJSwokTJ7jPbty4AUVFRQiFQkyfPh22traYP38+iAiKioogInTs2LHEyGNsbCxatmwJIoKmpibk5eVhZ2fHRUaL/o1ZW1tj+PDh+OOPP8olhVQXkZ+fjydPnsDT0xOxsbGVksSpKIHMzc3Fw4cP4eXlhcTExB8uzzE6Oho2NjZcYQpQaCLATtzS09NRr149aGhoiKR9SAL7G6juqGBOTg5UVVVha2uLdu3a1Unf6Li4uDpp41ubISOQUtiqi0Cy7iNubm4gIhFnkaJYunQp93I/fvx4tYylJpGQkMBdn4+PD7y9vbF3716x2e2dO3dgYGDA6SrKy8tDRUUFxsbGWLt2bbmWG8+cOQN1dXVkZ2eX+Zhff/1VpJo6JycHurq6ICI0adIEDRo0ABFxxUEDBw4UIfxFX/ynT58GEeHz588i0a0FCxbAzMxMZN9du3ahTZs2AIDhw4fjt99+g1AoxI0bN+Dl5QU/Pz9MnDixRPFjdrLCuv8oKiqCYRikpKRg8+bNICLuWopGeQYNGoR//vnnh6+2zMjIQEhICHx9ffHu3bsKkbjyEkihUIi4uDh4enoiKiqqzi6FloSrV69CQ0MD1tbWJaZljB8/nrNALS63OSAgADo6OrC1ta2u4Ypg1KhRIioQdQ2vXr2SqPkrQ/VBRiClsFXXjz8vLw/v3r2Dl5cX+Hx+sYUxFy9e5B5CFckNrO1YtGgRR7iUlJRw7tw5aGtrc4QyKCgI8+fPh4aGBqZNm4YvX75U+pwjRozA1KlTy7z/ly9f0KBBAxw8eFDk87y8PAQFBcHV1RVubm7w9fXFhQsXSq30ZoWG2fb7779j+/btUFFREZNnmj17Nudq0b59e+zevbvEvvPz83HlyhWYmZlxsiZz584FEeHx48ecY01ISAhevXqFZcuWgahQZikuLo5TDmAbn8+Hnp7eDx+NBArlj27evIm7d++W2xawPATyw4cP8PX1RXBw8A9N3ufNmwcigqura4n7ubm5QU5ODq6urli2bBnOnTvHLVP7+/ujW7du3ISItV+tbqxfv17kd/T48ePvct7vhaSkJISFhdX0MH4oyAikFLbqnj06OjrC2NhY4rbLly9zD6C///67Ss+bl5dX48thN27cABFh//79YBgGDg4OOHr0KBfNY9ugQYOwf//+Kqs2rVevHv773/+Wad/379+jb9++MDIyKlPuVHJyMu7duyexCjouLg7Lly9HixYtQERcRTURQVtbG7t27RKLoPj7+4tUrV++fFniebOysvCf//yH22/ChAmQl5eHm5sb50X+7NkzpKSkwMnJCampqUhMTMSFCxfA4/Fw+PBhAMDy5cu58bi5uXH5mn5+fjhy5MgPv2zFFkF5enri0aNHZVZEKAuBTE9PR3BwMHx9feukN3l58ejRI0ydOrXxwpxJAAAgAElEQVTUwheGYfDTTz/h4MGD6NSpE5SVlWFoaIjo6GiYmppizJgx3z39h/3dsI112qorePPmDR48eFDTw/ihICOQUtiqm0CGhIRAQUFBTNi2oKAAjRo1goaGBjQ0NMpdWFIS4uLiUL9+fRw4cKDK+qwI2Ohq0apJDw8P6Ovrcw/e6tAnnDFjBpSVlbFp06ZSIzx79uwBESEhIUFsW35+Pv79918sW7YMtra2nPYjO/aBAwfi5MmTcHZ2xtixYyEnJ4cOHTpg586dXCRkw4YN6Ny5c6ljfv78OS5evChG+pOSkjBhwgT0798fRITGjRvDxsYGDMNgxYoVaNKkCU6dOgUFBQXOL5gFq7nJMAzXr4eHByZNmsSR5fz8fBGBcjMzs1LH+iMgNzcXkZGR8PT0REJCQqmyUCURyLy8PERFRcHT0xNxcXGl9vWj4ddff4WRkREEAgEiIiIkRvivXr2KzZs3c57WzZo147yt/fz8amDUhXnSPj4+OHLkCJSVletUFP/t27ec+YMM3wcyAimF7Xvkr+zbtw+qqqoiL45Dhw5BTk4ORIVuIVUJtvhi4cKFVdpvWSAUCrF161b4+Phg69atICp0fGFx/fp1uLq6wt7eXqxAparAMAxcXFygp6cHTU1NzJgxA7///rvEIglWiudb3c709HQMGjQI9erVg5WVFebMmYNhw4bh7NmzyMrKwr179zBhwgQ0bNgQhoaGGDduHG7duiVGAD08PKCkpFShiFNsbCwaN27MVXk3adJE5G/o6dOn4PP50NbWhoaGBhYtWiRyfFk1N4cMGcLlSbZu3brc46zL+Pr1K4KCguDn51eiHJIkAskwDBITE+Hl5YWHDx9Wujq4riIpKQlqamoiPvKDBw9GcHAwgEIC3qJFCzg4OGDx4sW4d+8eFBQUsGXLFjg6Ota4TmZ2djYUFRVx7ty5Gh1HVeLdu3diE1IZqhcyAimF7XsQyKSkJMjLy2Po0KGYPn06xo0bB3l5ec7BJjIyskrPN3z4cBCRSFXx90B+fj5XoKGqqsrJE82bN4/b5+rVq9+tYCAnJwcuLi5cjtTQoUPh5+cnQiTZfMVvI8AnTpwAEeH69evlOufjx48xf/58fP36FatWrcLBgwfRqFEjEYmgskAoFKJLly4YOnQoMjIyQFTo6vMt3rx5w710v5UcioyMLDUnjGEYPH/+HMuWLYOioiK31C3D/8AwDN69ewcfHx+EhIRwEkxF8S2BTElJgb+/P+7cuVMleb11HbGxsbC3t4eRkRHs7e1ha2uLhg0b4tWrVxg7diw3QfL394enpyd4PB4uXLhQ08Pm8Ndff6FBgwZ1phjq/fv3uHfvXk0P44eCjEBKYfteFXS3b9/GrFmzMHnyZMycORPnzp2DQCCAlpZWsW4mFQUrA1NdM8iAgAAsXrwYe/fuhYuLC/bt24eFCxdyEb+iuUHfejZ7eHjUSMTg4cOHsLW1hZycHKytrTlitXbtWok+0e7u7tw1PHnypEznyMvL46K/9+7d445XVFQUEz8uKCjAjBkzoK6uDnV1dQwZMkQk3+7mzZuQl5fnCqsSExOLzccrrhK0JDHgjx8/YuPGjVz+pa6uLvbt2weGYfD06VP069cP06dPL9Yr/EeEQCDA8+fP4enpiSdPnoiQBdbOMjMzE/fv34e3tzfevHlT43nItR2fP3/GTz/9JJb7m52dDTMzMxAVOnudPHkSCxYswO7du6GsrIxly5bVqlQANieyrtj/JScnSxRSl6H6ICOQUthqWoLB2toaI0aMAMMwePv2baXFWwUCAUcoqtqKKi0tDaNHjwYRwdLSEm3btoWBgQF0dHRgbGyMffv24ejRoyIE8syZMyJ9uLu71+iDPz4+Hj179oSCggKGDh0KNTU1iZXPP/30E9TV1fHLL7+U2cnFycmJK1Apak1pamqKvn37ikSaHRwcoKmpiTNnzmDv3r0gKrSBZLFq1SpOQLm06vzExESJ6QDh4eFiWpSRkZGYP38+6tevD0NDQ6xfvx5PnjzhiI6Pjw9XrKOsrIw2bdrUqdyuqkBOTg7Cw8MlTiyCgoIQExNTKU3JHwlLliwBUaGj1LcQCAQIDAxEUlISBAIBHB0d8csvv2Dz5s21jpjn5ORARUWl2CI4acPHjx/L7HglQ9VARiClsNU0gbx8+TL4fD5at27NEY527dpVOD8wMDCQ66eql1OKSsC4ubnh1q1byMzMBMMwHCksKCjgSKa1tbXI8QzD4MqVK+V++Ofl5eHu3bs4c+YMdu7ciblz5+Lnn3/G0aNH8enTJ/j5+cHf37/MWpEMw8Db2xt2dnZwcHAQI7RJSUng8/nlehkEBwdzuYr/+c9/MH78eGhoaHDL+crKyhg7diyAwvxKeXl5rFmzBnFxcWjbti0sLCxExlFU3mnYsGGQl5fHrl27yjweQNw2MiMjA4aGhmjTpg327NmDgoICFBQU4MCBA1i3bh2ePn0qQv7d3NxgYGCAjRs3luu8Pwok/R3XNmJT28FWYU+cOLHUfWu7vd7o0aPRp0+fOpHrmpKSwkXVZfg+kBFIKWw1TSCBwgjSqlWrIC8vz728p0+fXu5+kpOT0alTJ66P6phBvn37FnZ2dlBSUuKiVObm5rC1tcWOHTs4/15JUUaWQJYHaWlp6NixI1eM07FjR4wePRpTp06FsrIyd61ycnJQUFDAyJEjce3atUpFOc+ePYv69euXSAby8/MxZMgQXLlyBc7OziAi2NjYYPHixejYsSOUlJTQvn17iVIfDMOISPxYWlqKyQJ5e3uLHEtEYpX8peHBgwd4/fo14uPj4ezszEV7PDw8kJ+fj0OHDqFLly5cNWvRZmBggNevX2PKlCkwMzOrkxqllYWMQFYet27dwrBhw8o0YS5LTm9l8PXrV/D5fIwfP75Cz48XL16gUaNGmD9/fjWM7vvi06dPlfIUl6H8kBFIKWy1gUCyeP36NScPU94IZEhICFq0aAFzc3OsWrWq2vNxBAIBsrOz4eHhgS1btsDe3h56enrQ0dHBnj17JL5IBQIBPDw8JPbHMAz8/f2xatUqmJmZoV+/fgCAX375BW3atJG4jBwTE4NVq1YhKysLeXl58Pb2xsSJE6GoqIjmzZvDwsICo0aNwp49e8ol2Pz06VMoKCigd+/exQp7sw5DRXUZGYaBl5cXl1PYrl07GBkZYcqUKRg8eDB4PB6cnJy46w0PD0dkZKTEexUUFMT1/fvvv+Pff/8VWeIuC0JDQ+Hv7y8yTjMzM3z48AHTpk2DiooK9/nFixfx119/oU+fPiAiTqT85cuX6N69Oxo3blzmpfy6juzs7FKXsGu6MrguIjIyUqLcVlWhaASenQiXFytWrEDz5s2lPoUhNTUVt27dqulh/FCQEUgpbLWRQH5beFIanJ2doaCggKlTp8LPzw/KyspVLg1UFmRmZmLbtm0gIonWewUFBRL9bH19fdGtWzfIy8vDwsICRIUOKffv34ecnFy5yfTbt29x4MABbNiwAfPmzYOuri50dXVx5swZZGVllXq8UCgU8ZD+tkI7Ly9PJFp89uxZkRdGWFgY54fNtj59+sDFxQXy8vKYMGFCqQLVb968gZ6enlhkkL0uFxeXUq0aIyIiMH78eBARjI2NubHu2LEDqqqqCAkJQdOmTUH0P9/w9+/fg4g4Ag8Uvkz4fD5cXFxKvXd1GUWLaJ4+fSoxRSQrKwuhoaGyIppqgKSc3qrGo0ePKiWmn5SUBA0NjVpX5FNefPnyBQEBATU9jB8KMgIpha02EcidO3dyRKGsEQxvb2/OaSQjIwNNmjTB9OnTa+TFFRMTgw4dOkBbWxuvXr0S2y4UCuHu7i4ytg0bNoDH42Hq1KlcftPq1avRr18/LF++HD179qz0uLKzszFt2jQoKyvD1NS01Krqoo4vRIR9+/aJ7XP48GEQETp37izxRcFuL9o+f/6M0NBQqKur49SpUwAKydn+/fvRt29fNGvWDEePHuX6yMrKwocPHzB79myxvthIdVEUFBSI6FnevXsXI0aM4PbX1NREYmIirK2tMWjQIGRlZXGE3d3dHUAhOR44cKBIBT97/O7du39IbTi2wI2V8ZEUnWIJOIuUlBQEBATIZHyqEPfv36/ywsDqgIeHB1RUVLBp06aaHkqFkZqaKjEIIEP1QUYgpbDVJgJ5584dEFG5bLmmTZuGsWPHgmEYLFy4EHw+v8LLL5VBQkICdHR0YGNjU+JSp4eHBxet+/r1K7S0tEQ8qBmGgYWFBaZNmwYbG5sqtQj7/PkzRo0ahXr16uHs2bPF7te+fXssXrwYx44dw9q1ayX6Ip88eVKscrooTpw4AWVlZWzevFnsflhZWWHZsmVwc3ODqqoqdHV18ccff2DFihWQl5dHZGQkTp06JZKb2LlzZ/To0YNbHp84caJYhIAVbldSUkLz5s0xadIkzJw5E2vXroWzszOSk5ORmZkJU1NTkdxRtlI8JSVF4rWw2p5EhPr169eY80dNIC0tjRMSL0nSqCxC4jk5OdU51DqP4ODgKnXsqk6cPn0aCgoKUmsHKJPx+f6QEUgpbLWJQMbHx4OI4O/vX+ZjzMzMOEcGPp+PkydPVtl4njx5go0bN2LQoEHo2rUrTExMQERiotgPHz5Eq1atMHDgwFIrv69fv47c3Fx8/PgRFhYWMDY2FpGJCQ8PB1GhKLalpSWXi1dVYBgGW7duBY/H46Ju36JFixbYtm1bif388ccfICI4ODhI3M4STCLCkSNHRLbNnDkTRIQGDRpg9uzZIvesVatW2LZtG6ZPn4527drhzp078PPz4zQjWbLHFloVjeay3uOWlpbQ0tLCTz/9hClTpkBbWxtEhZ7kjo6OUFFRQfPmzcUimjo6OhJzRdl9f/vtN65qduXKlSXeH2lHVVoZ5ufn4/HjxzIrw0oiMDBQqnQWzczM0KpVKyxYsKBMy+IJCQm1hrS9ffv2h1xtqEnICKQUttpEIAFgzpw5aNasWZlm2vn5+eDz+Rg1ahR4PJ6Y5mJFkZaWhhkzZnDezgsXLsS2bdswbNgwEBFmz56NEydOYP78+ejZsyd4PB7GjRtXpkIVb29vZGVlYcyYMSAiserjS5cuQUNDA5cuXYK8vDx8fHyq5Jq+xeLFi2FoaCgx2b1v375itoDfgo0W29nZSdzu4+MDIsLOnTvFnEvCw8OhoqKC5cuXc1EphmFw7Ngx8Hg8REVFccvo3bp14yJfeXl52LNnD1RVVXH+/HmoqalxdpUxMTEiZHDlypXw8/PjIiBaWlo4evQo7Ozs0KFDB+5835LIokvoLHbs2IGxY8ciNzcXeXl5ICJMnTq15BsspRAKhYiPj4enpyeioqJKzVVlURZ1gfT0dNy7dw++vr54//69LD+ynPD395caTdLPnz9zvyk+nw8ej4dNmzZxkmerVq0SKagLDQ1Fo0aNQERYvXp1qfnN1Y1Xr14hLCysRsfwo0FGIKWw1TYCmZWVBXNzc3Tp0gXe3t4laoqlpqaW+OKvCB49egQjIyO0bt1abKnywYMHnNNKgwYNYGtri1WrViEoKKjML0M/Pz9ER0fj0qVLICI8fvxY7PzsNW3YsKFKrkkSPnz4AD6fj3///VdsW8eOHaGurl5iKsDQoUPRt2/fYpclWYLJRu6+RdEolLe3N/r16wcej4edO3fi48eP3NIyEWHu3Lncvunp6VBSUoKzszP8/PygoKCAv//+G9OmTQNRoetNkyZNwDAMkpKS8ODBAwiFQvB4PNy4cQP9+/fH0qVLuf7CwsJEcj1LyjH78OED7OzsoKioWCcdaj58+ICbN2/i7t27EtMWSkJ55KnY8wQHB5dLHeBHx40bN8pUBFcbwDAM7O3t0aJFC5EJ2ubNmzmrWTav+Fu5LxUVlRrXXn3x4kWVW+zKUDJkBFIKW20jkEBhJayNjQ0UFRWhpaWFPXv2SIyEFJ3lVhYPHjzAmjVrUK9ePYwbN67YF2h6enqJtnql4dixYzA2Nua0Exs3biwSBWQYBmpqarCwsKhQhObz589wcnLC4sWLsX///hLFxSdOnIhx48aJfT5q1CgQUbG5nKxt2ZAhQ4pdsg8LC4OioiIWL15c4hj27NnDfYc2NjYwNDQUeZloaWnh559/xvr167moxJIlS9CkSRNERkZi7969aNKkCfT19cHj8dC9e3fuwZ+SksJpuWlqauLixYtYsGABmjdvjtOnT3P3t1WrViCiEjX2oqOjuTH16NEDs2bNwsGDB3Hp0qVij5EWZGRkVDoyWF5904pGOn9UsAV40rb8//DhQ4kFcEQEPT09NGzYECtXrsT69etBRJwqgq2tLdcHK6/1PaWhYmNjy2zhKkPVQEYgpbDVRgLJ4uvXr3B0dISmpiZatWqFCxcuiLzckpKSuMKGyiA2NpaLXh08eFDiC1QoFFb6JScQCLB+/Xp06tQJq1ev5mbn3/b74MGDUl0QGIZBfHw8Ll++jCNHjuDAgQNYsWIFGjRoAH19fQwbNgx6enpQUFDAgAEDsG/fPrG0gD179sDU1FSs70OHDoGIxJaeWbAEkoiKlUuysbHBmDFjSiQjGRkZaNCgAYgK7Q+HDBkCBwcHXLlyBfr6+mIvnH/++QfA//Iv2aahoQFDQ0Oxv4/MzEz4+Pjg+PHjXMFPWloa7OzsoKCgwAmTs1HIe/fuFTvW/fv3i5yzqHOSvb29VFYaF81NjI2NrZR2X3kJJAs219LLywsvXryQOoL0vZCdnS3mJy8t8PLygrW1Nfd7YZ8vRMT93fj4+EBBQUEkFeXz58+cH3jDhg2/a8rDs2fPyq07K0PlICOQUthqM4FkkZqaikWLFkFRURHdu3fH0aNHkZWVhbt373IPm/v371e4/7y8PIwePRrKysrYvn0796BKTk7G+PHjYWlpCX19faioqGD8+PF4//59hc7z5csXLF++HD169MAff/wBIyMjEJGYRd+gQYNARBJFg7OysrB582Zupq6urg5DQ0OYmJigZ8+e2Lt3L7fsn5eXBx8fH9jb20NfXx98Ph8LFixAamoqAGDv3r0SCeTZs2dBRCLV4d+CYRgsWLAABgYGEqO1rVq1KtV68P79+yAqlNcZNWqU2HWy3y2be8iib9++ImRu48aNEqMTAoEAly9f5pbDmzZtitDQUGhpaXHHljXX6s2bN9wxwcHB+Pr1q0i0tFu3btixY0eZ+qppMAyDly9fwsvLCxEREVVSHV1RAsmCrfb29/evk+kBlYW0C1tnZmZi3rx5mD17NoDCVJ3jx49zz1pWf/Xu3btwdHQU+X23atXqu+dERkVFIS4u7rue80eHjEBKYatpArl8+XJ07twZS5YsKdXnNSEhAfPmzYOmpibq16+Pxo0bw9zcHFOnToWcnBxmzJhR7HLpx48f4ezsLDHnDyh8qR49ehRycnLYsGEDAgICYGlpCR0dHaxevRqzZs3Cb7/9JhIJqwjOnDkDOzs78Pl8TJo0CS1btoSzs7PIPmwBCjsLZ5GYmIhOnTpBR0eH2140h/Lr16/YuXMnhgwZAgsLC8yfPx/BwcHYvXs3oqOj4ebmBmNjY+jr6yMyMhLLly8X8+sG/vcwV1dXL/FaUlJS0KRJE2zevFlsm729PTp37gwnJyf0799f4j3Lysri7BiHDRsmtv3Jkycc2WXBVuoTEZo1a1asHFFubi6WLVuG48ePQ1NTExYWFujduzesrKy4au5WrVqJ9V8cRo4cyeVwsXj//j0cHBxEXna13QeY1WcMDAys0qhpZQkkIKo3ef/+/RqR46qtePPmTaUmybUFDMMUu5IzZMgQ1K9fH58/f8bhw4ehq6uLefPm1UhUurb7jtdFyAikFLaaJpBKSkoYP348OnbsCEVFRRw+fLjUY7KysnDy5Ens3r2bE+y+efMmjI2NoaurKyZPk5uby+W5EVGJD4YjR46gYcOGIqSgaEFH+/bt8fz58wpf7927d2FjYwNPT88S95s3bx6ICDNmzABQmIOnq6uL+vXrc0UurVq1Ap/Px5gxY7gqxkaNGmHhwoVwcHDgrpnH40FOTg4jR45EfHw8xo8fDz6fDx0dHcyaNUvs3AUFBSAiDBo0qNTrWbFiBVRVVcWuJzIyEmpqatx9GzJkiMTj58yZI7IUffjwYbx7967Y82VmZsLS0hJExRcZJSQkoF27diAqrAJfvXo1CgoKOImkNWvWQF5evsxLVK6urtwYv410skvbs2fPhoKCQq21cKtuh5iqIJAsBAIBYmJiSnS8qWso7fuIi4urlENMbcGVK1fEJmIsHj9+DCLC06dPa2Bkonjw4IGIKYEM1Q8ZgZTCVtMEslOnThgxYgQEAgGcnJygqKiIiIiICvWVk5ODpUuXgsfjYcqUKVz07ty5c1BRUUFcXJxY1K44CIVCvH37FuvXr0f9+vWhp6eH1atXw83NDVFRUUhNTUV8fHyZrMVSUlLw4cMHeHp6wsvLC6NHjy7VnjAnJ4cjLdeuXYOhoSHMzMzA4/EwcuRIPH/+HAKBgLMc1NfXh5GRkchyJHt8VFQUgoKC0KlTJ9jY2CA3Nxdubm5YtWqVRPHs9PR0EFGpeZjsfZo/fz6ISGzJx8PDA0Qk0ZWHRUFBAa5duwZNTU2xnMfilq3OnTvH7SMpSsXmTRERTpw4IXL+vn37YtCgQRg2bBh0dXXLFNUZPHgwiCQXFX358gXnz5+Hu7s7iAizZs0qsWjoe6OgoADR0dG4fv06oqOjq60QoSoJJIvs7GyEhYXhxo0bePXqVZ2V/Tl58iRUVFRw4sSJYveJiIgoschLWhAZGQkiwuDBg8W2bdmyBS1atKgV3/O9e/dKnMjKUPWQEUgpbDVNIJ89ewYiQkhICBiGwfjx42FsbAwfHx+sW7cOlpaW0NPTg5aWFtq1a4fRo0dj4cKF2LRpE7Zt24YdO3Zg586d2L9/P86fP4/Hjx8jODgYbdq0QZMmTbB//36YmJhg3rx5SEtLAxGV2x0hLS0Nq1evhoWFBerXry9GdMaMGSOyHOjr6ws7OzsMHz4c7dq1E3FU8ff3x4oVKyRG/lgIBAKMHTtW5Bzdu3fH4cOHIScnJxLl+vXXX7l9mjRpwn0eFBQEosKKYRZRUVHQ0dHBkiVLSr1mCwsLjB8/HgDw6dMnPHv2rNh93d3doaCgIKZRx+aolnWp9NWrVzhy5AgsLS0xceLEYiNPQqEQf//9N4yMjMQKg169esXdj3v37uH58+ci1ZTPnz+Huro6+vfvzwmEm5mZoUePHpg9e7bEl1dBQUGJL7VvK01XrFhRpuutTjAMg9evX8Pb2xsPHjyodvmX6iCQLNj8v1u3bpU55UCa0LNnTxARfv7552L3uXXrllSJiJeEO3fuSPwefXx8ICcn912rrYtDYGBgsc5UMlQPZARSCltNE0iGYaCoqAgPDw8AhWSNXaLs2LEjVqxYAVdXV7i5uWH37t2YP38+bGxsYGFhge7du8Pc3BxmZmZo27YtV9FraGgIR0dHLFu2DE2bNkWPHj2QkpIChmGgo6ODAwcOVGq879+/x8OHD5GQkMBFw5ycnPDp0yeuMGTMmDH4448/sHXrVnh7e3O5cjExMdiwYQPWrVtX7DkSEhLESGrRYg2WzNy+fZv73MnJCV5eXlwfixYtAhGJ6RoOGTIERARXV9cSr/PChQsgIvTv3x9EhVWQxeHIkSPQ0NAQeynk5ORAXl4ef/31F4gIEyZMENl++fJl2NraIicnB8HBwVWS68Tmb8rLy3P//9bdIjw8HGPGjOE0JL/VoXNwcCjzsumBAwe44/7zn/9gz549aNq0aaWvozL4/PkzAgMDERAQ8N1IR3USSKDwd/fq1SvcuHEDYWFhNS40XZXYtGkTiAgjR46UuJ1hGFy9erXOLeULhUJs2LABwcHBAP6ngVsbiLKPj0+xKhQyVA9kBFIKW00TSAAYMGAAfv/9d+7/DMNU+AXx8uVL7oG8fft2kW25ubno3r07fvrpp0qNtyiKalHWq1cPrVu35pxOiuLt27dQVlbGsWPHsGHDhmKLeVi8f/8ekZGRiIiIQFhYGIKDg/Ho0SORl8i1a9fQs2dPiUumOTk5EqtZ58yZgzZt2oDH45VoGZmbmwsVFRXu2kqqyM7JyYGxsTEWLFggtq1oxfS3JONbclxVS0b+/v6cK1FWVpYIsS6KTZs2QUFBAUSEXr16cRMXIoKamlqZ8hlZd6Jly5aBYRicO3cOqqqqVXId5UVOTg4iIiLg5eWFly9fftelwOomkCwKCgrw9OlTeHp6cmkc0g6hUAhvb+9il6gzMzPh7e39nUdV/fDy8uLyyoHClQ52NaomwTAMPDw86sTfljRBRiClsNUkgfz48SMuXLgAc3NzdO7cudL9sREw1hN50aJFHBF9//49zM3NoaOjg6CgIACF+o/jx4+vdHXjzJkzsWHDBqxfvx6zZ88utsjGwsICM2fOhLOzc43n+cyaNQtt2rQpdnn5zJkzUFFRwbVr1yTKCX2L1atXo3fv3hL7IZJcuf73339zhO1bGZ+qAsMwuHbtWrGVn6y39eLFiwEU5qv269cPRFQm3T2hUMjlwYaEhHDXU5b80aqCQCBAbGwsPD098eTJkxqJVH0vAskiMzMT9+/fh4+PD96+fVvjv6fqxLt370rUKK0NSE1NRffu3dGlSxc4OTmV6fs4fPgwiIhTofjw4UOZc9SrEzk5OaUWOcpQ9ZARSCls35tAvnr1CkuWLOGqZNXV1TFs2LBKzbCFQiF27tzJ5bPxeDzIy8tzRQ0Mw8Da2hpdu3YVyZk7f/4898Kvbs2v5ORkNGjQAJMnT4abm1uNv/BSUlJgYGCANWvWSNy+f/9+6OjolLm/KVOmYNKkSdz/MzIyEBcXh4sXLxZbWXnixAku5aCiIu0Mw5TqDxwYGFisqw6r7zhz5kyRz79+/Vqu7zVVoREAACAASURBVCg3N5f7W2Ijmbdv3y7z8RUBwzB49+4dfH19ERISUqNLbt+bQLL4+PEj/P39ERQUJDU+0eVFdHR0rahMLglfv34VWU24evVqqcewerfHjh0D8D9B/8p8j4mJiZgxYwaaNm0KdXV12NraIjw8XGw/VsDe3d0dly9fFjnn58+fERAQUOExyFAx1DUCqUAyVDnmz59P9+/fp8WLF5O1tTV16dKFFBQqfquDgoLol19+oZSUFJo5cybduHGDlJWVqX379hQaGkpZWVkUGBhIAQEBFB0dTY0bN+aOTU9P5/5dUFBQqesqDRs3biR9fX1q06YNCYVCKigoID6fX63nLAna2tr0888/0927dyVuDwkJIUtLyzL15ezsTCdPnqSDBw9yn/Xp04ciIyOJiKhv377UqlUrseP+/vtvIiIyNzev8L1wcXGh2bNn06dPn0hLS0viPlpaWvT582dq1KiR2DZ9fX2KiYkRO1ZDQ6Nc40hMTCQiotOnT1NqairdvXuXLl68SH379i1XP2VFeno6PXnyhHJzc6ljx44Sr+1HgI6ODvXr149evXpF9+7dIz09PTIxMSElJaWaHlqVITU1lYyMjLj/v3v3jr5+/Upt27atwVGJQkNDgw4ePEjz588nIqJ+/fqVesySJUuoWbNm9PPPPxMR0evXr0lNTa3cv72iGDduHIWHh3P/9/X1JQ8PD7KysqLJkydTSkoKeXl5UWhoKOXm5pKKigrJycmRgoIC3bhxg3r27Ek5OTlUr169Co9BBhmISBaBrA4sWbIEbdq0qbJltmPHjoHof57J9P8z4EaNGuGff/7BgQMHOFmXN2/ecMexhR1EhNWrV1fJWEqCubk51q1bh7Nnz2Lfvn0VdrOpSuzatQsdOnSQuM3V1RWKiorw9fUttR9ra2sMGjRIREJowIABaNasGcLCwoqtqrS3twdRoY1hRSKQGRkZnEZn0SW+T58+iYzlw4cPXNpCdSIjIwNCoVAkj/LbKvHKIi8vD48ePYKnpycSEhJqjfVfTUUgiyIvLw9RUVHw9PREfHx8rbk3lYFQKBQpoGFVK1q0aFGzAysGHz9+rPB9d3JyQtu2bSt0bH5+PmeRKC8vj9GjR2PSpEmQk5PD6NGjMWfOHGhpaaFJkyZQUFBAy5Yt8dtvv+HKlStITU3F6NGjYWVlhU+fPiE+Ph6RkZEVGocMFQfVsQgkrwY4a53H0qVLKTk5mdavX18l/U2bNo1iYmIoMzOTMjIyaPv27XT+/Hl68uQJpaenk729PT169IiIiHbt2kXe3t7UuXNncnR0JCKinTt3VtlYSoKamhoBoFGjRlFKSgoFBARU+zlLwqdPn+jSpUtkamoqcfuUKVNo0qRJtGnTJpHPC3/n/4OrqyulpKRQ8+bNSVlZmfv8+PHjlJKSQvfv3xeLMAcFBVHHjh3J2dmZevXqRRkZGeTr6yuyj1AopKysrBKvgc/nU8uWLYmI6Pnz50RElJ+fT9ra2uTg4MDt17BhQ/ry5QsJhcIS+6ss1NTUiMfj0ZkzZ8jFxYUyMzMpISGhSvpmGIZevHhBfn5+REQ0YMAAMjQ0JB5P9phiwefzqUOHDtS7d29KTk6mgIAASk5OrulhVQppaWmkpqZGioqKlJWVxf1e27RpU8MjkwwdHZ0K/03m5OSQqqpquY45c+YMde3alfT19WnJkiW0bds20tXVJVtbWzp16hRdvnyZPDw8aPz48ZSSkkLr1q0jgUBABgYGFBYWRr/++is1bdqUoqKi6NatW6StrU1XrlyRRSBlqDxqmsF+j0Y1UERz9epVyMvL488//0RsbGyl8gETEhIwZMgQqKqqclqFbm5u3EyU/l9Sh4jExKpL0mKsKjAMg4yMDNjY2GDBggUIDAzEvHnzxKRlvgcYhsGlS5cwZswYKCkpoWXLlrh27VqxEcLLly9DQUEBCQkJOHbsGHr27AlNTU2sXLkSDMOIRNvu3r2L4OBgWFpaYtGiRUhISMChQ4cgLy+PNWvWiFTV9+3bF8bGxvD29kZ+fj7GjRuHVq1awcnJCWvWrEHfvn05i8PSEuqDg4O5MeTn53NRaHt7e5H9vqekDQCsXbsWJiYmVdJXcnIy/Pz8EBQUJNF3vDagNkQgi4KV2/L19cW9e/eQnp5e00OqEJ4/f8450LC6qkSEsLCwGh5Z1ePo0aNo1qxZmff39fUFj8fDokWLcPz4cU63cciQIfjzzz+5/ezs7KCkpIRffvlFpHDPxsYG0dHRuHz5Mjp06MB9vn//fiQlJVX59clQMqiORSBrfADf5SJrqAr7+vXrMDIy4vQeY2NjK9TP6NGj0aVLFzx8+BBAYXEI+yDo2rUr1NXVERoaipYtW0JTUxM8Hg8aGhr4559/vkshy5IlS0BE6N27N4YPH44BAwbAwcGhypPiGYbBo0ePShThPXDgABQUFGBgYCBCpP/66y+J+7NVkZLa2LFjMXfuXBARJwe0fv16kX3WrFmD06dPQ09PD+bm5pwm5erVq0FEOHnyJIBC7c85c+bA2NgYFhYWWLJkCdzd3aGmpoZDhw6JjCk7O1tE1LzoGKdPn879+9q1a9w+np6eCA8Pr5QFZVlQUFCAq1evIjMzExs3bkSDBg0q1V9GRgZCQkLg4+ODd+/e1XjhVUmobQSShVAoRFxcHDw9PfH48WOp01IMDg4W0XJNSUmpFULb1QF/f38QEeLj40U+FwgEElNcrKysMH36dJHPhEIhOnbsiPXr13OfZWZm4vDhw5g0aRJat24NExMTsefZtWvXcPr0abi7u+P27dsyEfEagIxASmGrKQIJFJKe6OhodOvWDb1795aoW1gamjdvDhcXF+7/169f5x4K/fv3h5+fH3euqVOnQlFRscrIW3R0dLF6lQKBAMHBwdDV1eXGs3v3bvB4PFy5cqVKIwgCgQCXLl3izrN8+XJuXNnZ2Th8+DDs7e2hpqYGZWVlDB06FDdu3EBISAjGjRsHGxubYvt+9eoVYmNjsWvXLq7/DRs2wNraGlZWViIV5V++fEH//v3Ru3dv8Hg8Tjvyw4cP6NmzJ1RVVdGjRw/o6upCT0+v1EmDpaWlmDsMW23PRhNHjhzJ5UE2adIEY8aMQadOnTBmzBgAQExMDIgKvaqrW1onNjaWu0dsfmdF/qbz8/Px5MkTqdI6rK0EkkVubi4ePnwILy8vJCYm1moyzoK1+ayoQoG0ISUlBTo6OiAiLFiwAIcOHcKOHTugoaEBNTU12Nvbw9PTE5cvX8bChQshJyeHwMBA7viEhARYWVlBTU2tROcsoPA35urqymndXrp0idvm4+Mj0SJVhuqFjEBKYatJAsnixYsXaN++PRo1agQXFxcEBQWVyWOalX0oSsZcXV1BRGjXrp3Ivqzln7q6Ojp27Chib1dePH78GCNHjgQRwc7OTuI+rHyNubk53r9/j1evXkEoFKJ///6YPHky/Pz8Kk1orl69WmyEUEdHB4sWLYKxsTG0tbXRr18/9OnTB0QksjxjaGiI3bt3l3ouoVAIBweHMmu8fYvc3FxcuHABmzdvxpEjR8pkScf6Sx88eBBPnz5FRkYG54zDCrF369YNQ4cO5a5bRUUFPj4+kJeXR0hICAIDA0FE6NOnD65du4bc3Nxyj72sYBhGZCxEhOjo6HId//LlS3h5eSEiIkKkEKi2o7YTSBZfvnzBnTt3EBAQUOujTO/evfsuxV+1Cfn5+Th69CisrKzQunVrtGzZEqtXr8bJkydhbm4OeXl51K9fH6amptzf3IULFzB69GioqKjAyspKLIJZHshExGsOMgIpha06CGRSUhIGDRqEbt26wdvbu0yEIzc3FytWrODyFHk8Hk6dOlXs/u7u7lBWVsaECRNE+k9NTcWMGTNw9OhRkf1Z3cm3b99i4MCB6NmzZ7mJUHJyMtauXcstjw8ePBjKyspcP87Ozhg/fjxycnIQHx8vMYcvPj4eOjo6XPV4ZQhN0ZwoIoKjoyMmTpyIo0eP4sCBA2jdujU6d+6M7t27g4jQuXNnODk5ccdnZmZCQUEBPj4+FR5DdWPSpEnc9bE5rY0aNYKFhQX+/PNP8Hg8hIeHo1+/fjA3N8fq1ashFAoxYsQIGBkZcRX4s2fPRmhoKOLj46s1v4lhGJw6dYob8+XLl8t03KdPnxAQEIDbt29LdBaq7ZAWAgkUfkdv3ryBt7c3QkNDq90nvKIIDw+vFBmqi/i2wtvNzQ08Hg+//vor/vnnn0pX3mdkZNTq52FdhoxASmGrSgKZnZ2NESNGgMfjwdLSkstJa9WqFdauXVsmsW6GYZCXl4eNGzdCQ0NDojhyTk4OWrZsiT/++KPMJDArKwuvX78GULisWa9ePQwePLhMcjrZ2dmws7PjlkqJCC9evMCGDRsgJyfHLadOmzYNRAQLCwts3boVfD5frOhh+/btICKcOnUKGhoalSYLDMMgICAAWlpa3Nj69u0LhmHAMAy6desGa2tricv2bL5oTVuHlQSGYZCZmYn379/j33//hZubG2JjY9GvXz/o6upyDjLfIioqCgMHDsTw4cO5Ip+kpCS4uLiAiLglro8fP8LFxaXYiENaWlqF8ubYpfb58+eXuF92djYePHiAGzdu4PXr11KxtCoJ0kQgWQgEAsTExOD69et49uxZrcotFAqF8PT0rLXk9nshLCwMa9euxdatW8UKD+Pj46GlpYW1a9dW2fnevn1bq5+HdRkyAimFrSoJZE5ODjQ0NNCoUSMub+fVq1fYvHkz2rZtCyIq1pe4KJ48eQI9PT0QSXaIWbx4MRo3blymZdDiEB0djS5dukBfXx9Lly4tVvcrJycH1tbWaNasGXx9ffH69Wsudy8jIwMdO3ZEhw4dcPXqVfTp0wf9+vXjHBZmzJgh0tfDhw85krdz506Ym5tX2Utry5YtMDY25qrNc3Nz8fLlSxBRiTZoHTp0wMaNG6tkDLURcXFxICLs27cPrq6ucHNzg5KSEoiIs7wsLhKcn58PfX19EFG5nSnY5fclS5ZI3F5QUFBryUtFII0EkkV2djbCwsJw48YNJCUl1QoSn5KS8sO7obA2qB06dICpqanIs+z06dNQU1PDkCFDqrQwShpcf+oqZARSCltVL2GfPHkS8vLyYg/h/Px88Hg8nD9/vtQ+Nm7cCD09PYkP0Pfv30NOTq5KXljp6enYvn07unbtCjk5ObG8S4ZhMG3aNOjr6yMxMVFiHx8/fuSkY4yMjPDo0SOuOOjb5RQLCwuu6vnMmTOYPHlypa+hKLKyskBE6N69O4DCCEubNm3ElvmLYsmSJRI9rOsS/vvf/3LL3+vWreOsBtk2b9483Lt3T2I0uqg4vY2NDSZOnFhifi7DMHjy5AlatmyJbt26ceoARbdLw/JpeSHNBJJFamoqbt26VSvSCB49eoSYmJgaHUNNIy4uDsrKypg8eTJ27doFVVVVfP78Genp6VBQUMC6deuqXCz+/v373EqVDN8XMgIpha2qCeT+/fuhoaEhpruWlZUFVVVVbNq0qcTj3717hwEDBmD8+PESt3t6ekJRUbFKIzYCgQAGBgbo3LkzFi5ciNWrV8PBwQFWVlZQVVUt05JGabPgxMREjoj07NkTW7ZswbZt26pk/BEREWjatCnX//r167kl7PDwcCgpKeHIkSMSj92xYwdMTU2rZBzVjdzcXCQmJsLV1RV79uwpV4FKcnIynj17hrt37+LSpUt4//49bt68iT59+kBBQYG7d4aGhpg3bx5u3rzJLWuzkRA2N7d9+/bYvXu3RFJ++/Ztbt9vfwNfvnxBYGCgVBRwlBd1gUACooVM4eHhNVLIJBAI4OnpKasERmEeqIaGBqdiAQBeXl5QVFSslsmXr69vrdVareuQEUgpbFVNIJOSktCqVSt07NhRLFKzbds2aGlpFUv+pkyZAiJCw4YNOfmdosjKyuJs86oab9++hb29PUaMGAErKyv06tULEydOLFPeZllQVM5HR0cHv/zyC1xdXSvdb1RUlMQqbBUVFejo6HCVz/r6+hJn6/3798fvv/9e6XFUN75+/YpOnTqBiMDn82FsbAwlJSVs2bKlXEtYBQUFuH79uoj8EsMwyMrKQmRkJPbs2YPBgwdDXl4eenp6GDt2LBwdHXHz5k10794dKioqXAX+1q1bxQhGQUEB5s+fDy0tLe6znJwcRERESJWETHlRVwgki5qUUnrz5s0PV31dEj59+oSXL18iOzsbS5cuxcCBA2FpaVnl5ykoKICHh0edsMCUNjAMIyOQ0tiqowr706dP6NevH7S1tXHo0CGOMD5//hxEhPDwcInHaWtrY8OGDRAIBMjIyOAiOAzD4Pbt2zA1NUWLFi2ksjKxa9euHLnT0NCAiooKrly5wpGJnTt3QlVVFdbW1rh//36Z+2VFuVnCzZ5j3759WLNmDXg8Hnbv3g0iEsvzfPr0KXg8Xq3PtWIYBhMmTIChoSFCQ0M5EnbkyBFoamqWO5L78OHDUkXFk5OTcejQIcyePVtMeD0yMhLr1q1Dw4YNoaOjg2nTpuHixYu4ffs2goKCMHbsWOjp6UEgEEi1iHV5UNcIJIuiYu5v374tlfzfuXMHFy5cEPksLy8PsbGxZVZcCA4OljmhSMDUqVNRr149Th4NKHzX3Lx5s1TP+QULFqBNmzYlrlx9/vyZM0WQ4fsiNzdXRiClsRFRtURE2Erq+vXrw9LSkltu7N+/P+bMmSO2f2pqKlctCwA//fQTly/ISvBMnjxZapf+GIbBxo0bRYiIh4cHMjIyIBAIYGxszGkcWltbl7lfoVDIFSy9ffuW65vFpk2b0LhxY5F7CwDe3t5QUlLC8OHDa1VELCcnB3v27EFERAT3Gav3+eDBA7H9V69eDTU1tWKXlCUhNTUVvr6+yMvLg6OjIywtLdGiRQt069YN9vb2iImJEemLYRg8ffoUV65cwfXr17ltaWlpcHFxwahRo6CoqMjdexMTE9y9e1fqbfTKg7pKIFmUxU6S/TslIi5nOi0tDc2bN+fkpxwdHUs8T3Z2Nq5fvy71RVUVQURERLG/4YSEBBAR3N3duefkxo0boa6uDiKCgYGBxMhhQUEBkpKSuO/lzZs3xZ7/5cuXddIiUhrw5csXGYGUxkZE1ep0kJSUBCsrKxARGjduDD6fj9WrV4vtd/LkSWhqanJRmg0bNnAzzZUrV0pN1DE3NxenTp1CYGCgWMQhOzsbW7duxenTp2Fra4tNmzbByckJHTt2BBFBTk4O3bt3R0JCQoXOffbsWRARnJ2duc/YqC8RccLloaGhaN26NSZOnFiryCMAHDx4EESETp06cZ85ODigcePGEvfPzc3Fnj17oKKiIuZaUxwYhoGfnx8WLFiAhg0bYvny5XBxccGmTZvQs2dPEBUKzhsZGaFdu3b473//W2q/AoEA+fn5SElJwd27d8sUFalLqOsEEiicrCUkJMDT0xORkZFiz83Ro0dzxVYsAWTJy4ABA7By5Uox95RvERMTI1Z4VdfBMAxsbGxARCITx6LIycmBiYkJzMzMRAwU1NXV8eLFC7FjhUIh5syZAx6PJzJpL2ky9/jx4wpb6spQObx7905GIKWxEVG1Jw0zDIOoqCicOnUK7u7uEmfX48aNw6RJk7j/f/nyBSoqKmLLQbUdDg4O3MPK2NgYL1684CJYK1euxKNHjwAUinjv2LEDCxYswG+//QZDQ0N07dq1Ut/F169fcfDgQZGlUvaHqaysDHd3d1y9ehV8Ph+jR4+ulAxSdWHz5s0gIjRr1oz7zMzMDKtWrSrxuODgYKioqEBNTQ3Dhg0r1cnoxYsX2L59O+zt7UU+FwqFiIiIwMWLF+Hs7Izly5dzEQ47OzuRxP3Q0FD06dMHjRo1gqWlJby9veHp6Yn4+PgfLo/qRyCQLPLy8vDo0SOx79rPzw+bNm0SK365efMmiAinT5/G0KFDi9UGFQgE8PLyQlpaWrVfQ23Cnj17uGdmSb+b5ORkdO7cGUSE+vXrw9zcHK1bt8bgwYPB5/NFooshISEgIhw6dAjDhw8Hj8cT8ceWhLt37/5Qk77aBDbCjFrAiaqq1fgAvstFEtX4jyYlJQXKysoirh1sTsTevXtrcGTFQyAQwMnJCe7u7iKRxjt37oDP52Po0KGc3qCioiInaE1EOHDgAIRCIV6/fo379+/j/PnzIsteVQkHBwfo6+ujbdu2nO/rsGHDal3kkcXHjx/Rp08frFmzBoDosnxpVdcBAQGYOnUqevXqhcaNG5dIIgsKCnD27FnY2NhIFKtnwTrhsBqbnp6eSEtLw8KFC8Hj8TBhwgScP38ep0+fxpw5c9CnTx/8/fff+PLlS8VugJTiRyKQLL5+/YrAwEB4e3sjOTm52P3Y9Jz79+9j4MCBxWqDvnz5EsHBwdU13FoLNl2J/c2XhMePH6NFixZYs2YNEhMToaamBisrKxHHr/z8fMyePRsKCgpo2LAhWrVqBTc3t1KfeV5eXiLFdTJ8Pzx9+lRGIKWxVRdxKQ/Onz8PHo/HOboAhZEgFRUVtGzZsgZHVjxOnjzJEZtvtS39/f3RsmVLscpoNheKiLBjxw6kp6fD29sbV65cARHB19e3ysdpYGCA7du34/r16+jdu3etre48efIktLW10aNHD7x48QJA4d/A+PHjORJeVouxvLw89OrVC1paWiW+2P/991/Mnz8fffv2LTYa++eff2LevHlIS0sDUaGrkrq6OgwMDHDlyhUuL44d59ChQ9GyZUs0atSoTKL5dQU/IoFkGAZdu3ZFt27d4OPjg3v37olMRr58+cLlOTdv3hw9evSAioqKRItWhmFw8+ZNfPz48XteQq3AoUOHQFRorlAeXLx4EWpqaiJRy4KCAvz000/Q1tbGrFmzoKqqWiYppuzsbHh6etbaiXVdB5s/jFrAiaqq1fgAvstF0v9s3WoKr1+/RuvWraGvr4/AwEBkZ2dj2LBhICLs37+/RsdWHFJSUvDLL7/AxsZGhPgWRXR0NA4dOgQTE5P/Y++946K4vv//syxFelcULNgFG6hRTBANtqiJ36ixdxNMosb2NsYWW2wxscWCmFhix5IosIBLVRGkSAdBkCqIAtLLlnn9/vCz84PQFtilCM/H4z4eujNz58wuM3Puvee8DmxtbZGUlMRK0bi4uGD79u24fPkyDA0NYWNjU6uz01AsLS2xbt06mfcrSyQ6i6tXr4aVlRUmTJjAvlAVFBTg5uZW7z4FAgH69++P9evXV/o8JSUFDg4OmDRpEnR1dXHlyhXo6Ojgr7/+qrO/mTNnYu7cubhy5Qr8/f3ZzNyQkBB2YFBcXIzS0lJs3LgRHA4HR44caXZR6qagLTqQFSW04uLiEB8fDx6Ph6ioKAgEAmzYsAFEhIkTJ7JhJAsWLKjWocnMzIS3t3ebdGDEYjHOnz/PDhwrfs7n83Hz5k3Y29vj6dOnSElJYQd7np6e4HA4ePLkCTIyMhAZGYnx48dDT08PERERbIKNNDH+qamp9VK/qA/37t1rcFx7W+HRo0ftDmRrbDVltzY1xcXFWLlyJZSVldmAaolw7IeEQCBAQUEB7ty5AyLC5cuXG5X5V1hYiCtXriA2NrbKUqxIJIKpqSn279/fWLPlimS2NikpCVFRUeByuXB1dcVvv/2GXr16NVj+Zv/+/dDW1sasWbMwdepUdO3alU3m+vrrr+Hh4YGgoCA4OjpKlSktEAgQHR0NFxeXStqAo0ePZpe3K7J582YQEVRVVVu8VFJjaYsOpKSWvJ6eHtLS0rBv3z706dMHDg4OcHV1xYYNG6CgoAA9PT2MHj2arWr06tWrKn09evSovQIK3lcHmzFjBu7cuYNly5ZBUVER+vr66N69O+usq6mp4e7du2AYho2JlDRLS0skJiYiJSUFRITTp09Ldd7Q0FC5JGpKBpfbtm2Ted8fEpKysmgBPpGsmiK1EQoKCprbBFJTU6MzZ86QpaUlrVy5khYvXkzr1q1rbrNkQlBQEN25c4dyc3Np7969FBUVRRwOh4iIjI2NicvlNrjvgIAAWrhwYaXP/vrrLzI3N6fDhw9TdnY2LVu2rFH2y5vRo0dTUlISmZqakoeHB02aNImuXbtGn3/+OaWkpJCysjJ5e3vT2LFj69Xv999/TwKBgN68eUNKSkr0+eef0+jRo8nc3JwUFBSIiKi4uJjevHlDysrKNfYDgNLS0ig2NpYMDQ1p3LhxpKqqSkREYrGYnjx5QkREkydPrnTcwYMHaceOHdSlSxeKjIyst/3ttGwMDAwoNzeXtmzZQl27dmU/DwgIoFmzZlF2djb99ttvdO7cORo6dCjt3buXnJ2d6datW7R27Vp2/zdv3lBZWRl16dKlOS6jRXHs2DG6e/cu3b17l7S1tUkkEhGXyyWBQEDm5uZkYWFBpaWlNGvWLJowYQJdvXqVuFwuASB1dXUyNjYmBQUF2r9/P3Xv3p2+/fZbqc6bk5NDpqamde7n6elJly5dIjU1NVJRUaGCggIqKysjLS0tmjRpEs2YMaPS/pcuXSIiom7dutX/y2gjCAQCEgqFzW2GzGkzDmRxcTExDMO+VJsLDodDdnZ2tGjRIlJSUmpWW2SFm5sbTZkyhaysrCguLo6MjIxo7969RESkrKxMxsbGlJaW1uD+x48fT//++y9lZGTQjRs36OHDh7RixQoiIvroo4/Ix8eHjIyMZHIt8gAAubi40NKlS8nU1JSGDx9OH330Ee3atYscHR1p3759tHnzZlJUrP/tqK2tTTt37qx1H3V1dTIxMaH4+HgaNGhQle25ubkUGRlJHA6HRowYQXp6epW2S14QmzdvZgcFEhiGoZ9++okKCgrohx9+oC5dutDMmTPrfR3ttFx0dXUpLi6OVFRUqEuXLpSUlEQDBgyg7du3U6dOnUhJSYk2bNhAJiYmpKioSHp6enTixAnWZM1vTQAAIABJREFUgQRAMTExNGDAgGZ//rYEwsPDicvlklgspn79+tHixYtJT0+PhEIhRUZGEp/Pp/DwcJo7dy6FhobSiBEjaNCgQRQWFkYDBgygAwcOkJ6eHu3du5eOHj1a5Z6sjvLyciovLyctLa1a9wsKCqK5c+cSABo/fjyVlpaStrY2aWpqkq+vL/3zzz/0+eefs++utLQ0sre3JyKi7t27N/7L+UApLCys87tvlTT3FGhTNCKCh4eHTKR8CgsL8fjxY1y4cAEXL16UWRnA1szff//NasN17NgR8+fPZ5dbvLy8wDAMXFxcGlxzNzc3F0TExjm6u7uD6H21lJYcT2Vvb49du3YhNjYWRFSp3jjDMHjz5g02b94MFRUVcDgczJ8/X6qa5A2hrKwMLi4uleRXSkpKEBwcDDc3N6Smptb4XUoqDP33/snKysKkSZMqLa95enpi9+7dGDlyJDIzM6v0JRaLwePxqsSCtQba4hK2hHv37oGIWB1WXV1dEBHMzMxARDAwMMDPP/+M27dvY+7cuTh8+DB7bHp6Onx8fJr8XhWJRHBwcMCSJUuwYsUKud1b9SU+Ph6LFy/G77//XmPoys2bN8HhcODn54fz589j586duHv3Lr777jtwOBwoKSlh+fLlUn+nr169gr+/f637PHr0CJqamli0aBEKCwshFArh7e2N8+fPg8fj4enTp9DW1kafPn1gb2+P4OBgfPnll2wcZvu7sGZevnyJ0NDQD24Ju9kNaJKLJEJgYGCj42/u3bsHZWVlVsNPUvv5o48+ajEPp8YiEomQlZWFrKysOh9ODMMgLCwMrq6uuHTpEuzs7DBo0CDo6+uzDoW7uzsAwN/fv9YKCRUpLy+Hra0tjIyMoKGhUclB2bNnD6s5V1epvubk8ePHICL07t0bioqKNca7lpaWwtDQEDNnzsSYMWNARHB0dJSLTbGxsQgODoZIJMLz58/h4uKCmJiYOiuCxMXFVXk5SBwKSRs1ahT69+8PBwcHcLlcqKurY+nSpVX6mjdvHnvMokWLcPz4cVy/fr1J6zA3lLbsQEri7SRNEq8nkX7avXs3zM3NWUfS3d0daWlpEIlE4PP5TZ55LRKJMH36dGhpaWHevHmYPHkyiKiKJmpL5pNPPoGdnV2lzxiGwb///otLly7VS4c1PDy8VgFxicbssmXL4OnpiUOHDqF79+7gcrkwMTFh33s6OjpVlDeICFZWVi16MN/chIWFISEhod2BbI2NiPD8+XNER0dX++NKQ25uLnr16oWvv/66Uv3qsLAwTJ48ma1b2lp5+/Ytdu3ahS5durAPBS0tLdja2mL37t1VqidMnz4dHA6H3VeSxMLn80FEyMvLw/79+1nNsfj4eFZgvC5KS0sr1dWWNA6HwzpjU6ZMadFC1tOnT8fkyZMhFotx8eJFEBEGDx5c7b6zZ8/GJ598wmZqS5xuWSMQCODs7AxXV1c8ffq0ihi0tEhmhIkIs2fPRmpqKkaOHIlly5ZBTU0NJ06cwMWLF6GrqwuRSARHR0dMnToVMTExUFNTg4GBAebMmYPp06dj4MCBUFRUrDNDvCXQlh3IoKAg9jf//vvv0aVLF/b+79+/P4RCIc6dO8fuExoaimvXruHatWtyke6qi+vXr6NDhw6V1Df+/fdfcLlcXL9+vcntaQhHjx6FmZmZTPry8vKqUcYrISEBBgYGsLW1hb6+PhQUFNCnTx/88ssvrPqGUCjEs2fPcPz4ccycOZOdgSYi7Nixo8HPkrbCw4cP8ebNm3YHsjU2+r+swLqm8GtjwoQJ6N+/f7XiyRcvXgSHw2mRVU/qgmEYnDp1CpqamujZsyeOHDmCiIgIhIeHw9HRERs2bGCzACvKDZmamsLExAQvXrzAwoULMWPGDADAd999h5EjR1Y5T05ODry8vOplW2lpKX766Sfo6uqyMwiffPIJ0tPTW/RoNz09HRwOBz4+Puxn9+7dg4uLS7X7SzKnlZSUsG7dOrlcW15eHh49egQ3Nzd4eno2+hzh4eFsxRqJQO748ePRr18/iMViuLu7Q1FREeHh4WypNcl10n8yNq2srGBsbAwLCwts2LABMTEx8PX1rbHkW3PRlh1I4L0TOXv2bKiqqmLDhg3w8PDA/v37MXDgQAQGBkJZWZn9jd+8eQNdXV1cu3YNjo6OePbsWYNDWBrC3bt3oa6uXuXzgwcPQk1Nrdll3YD3AzoPD48aJbBcXFygoqLSaOmz8vJyODk51TjgHjFiBCZOnIhz585BT0+v1qIDEkpLS+Ho6Cj1pEBbhmEYODs7s4VD0AJ8Ilm1ZjegSS6SCEVFRY2a2bG0tGQlFJYvX447d+4gJCQEnp6esLS0xKhRo+pcCqwvZWVlcHR0xJEjR3Ds2DHY29vLfCnIyckJXC4XJ06cqNX+06dPQ0lJia1I4+/vj44dO8LKygonT54Eh8OBiYkJuFwu7t27V+V4sVgMJyenetckX716daVZyHHjxtXvApuBP/74A927d5d6hvTKlSvg8/lymVEtKytDaGgoXF1d8fLlS4hEIvj6+spUWD8pKQl6enogImzduhUAcPbsWfTs2RMLFy6EjY0N7t69CyUlJXTo0IH9LSWVNT7++GMQUZVwBcmsrZOTU5Wa681BW3cgJULI3377LcRiMWJjYzF79mxYW1uzg8zVq1dDS0sLdnZ2OHToEJYtW4Y//vgDUVFR4PF4iI+Pb5JwBW9vbygoKFQZ8DMMg969e+O3336Tuw21kZiYiP79+7MDx+nTp1dx8oRCIQYNGoSBAwciNTW11v7KysoQGxtbrbOZmZlZY3EFic5nbGws7t27B3V19RY9OG+NFBcXswUX2h3IVtiICHPmzIGTk1OD9faKi4vh5OSEAwcO4P/9v/8HVVVV9iVna2sr9SgxODhYqljAxMREDBkyBBoaGuxDpEuXLtDV1UVoaGiDrqE6rl27Bl1d3Tq/l+zsbKipqeHPP/9kP3v16hUsLCygo6ODI0eO4MSJE7Xqbfr5+VWbWFEbqamprNPh6uraopetJZw6dQr9+vUDwzAyH1RIi1gsRkJCAng8HiIiIio57nl5eeDxeDJ1yh48eIBx48axL7rt27fDxsYG3bt3x9mzZ3Ho0CGoqKhg7969WLt2LYgIHTt2RHl5ObKzs5GdnY0TJ06wTuPTp0+xbt06jBs3jo2xunHjRr0HILKkrTuQIpEIVlZWICKMHTuWff7dvHkTt2/fruT4T5s2DW5ubnj79i17fGFhIQICAsDn85GRkSFXR6W8vBz6+vqwt7evsm3evHmYM2eO3M4tIT8/HydPnsTy5cvRr18/VvBfJBJhyJAhsLGxQWZmJng8HubMmQNlZWUMGDAAV65cYZ3snJwcWFtbw9jYGOHh4SgsLMSFCxewdetWrF69Gp999hl69uzJzvIrKChg27ZtlZz0qKgoPH/+vFob+Xw+FBQUkJGRgfDwcBCRXIo9tGUyMzPh5+cHoN2BbJVNsnzm4+NTY0WV+iIQCPDu3bt6vYQlL0hTU9MqDlvFfvLy8tCzZ0/Y2tpWmnEUCASYPXs2evTogV9++QVWVlb43//+1yhHIDc3F6qqqrhz506d+06dOhU//PADIiMjsWHDBuzatQtZWVlQU1ODjY1NnUsfcXFxiIiIkNo2hmGqzEjNnTtX6uObizt37oDD4WDQoEHo3LlzkzuRr1+/hoeHB548eVKjeHhkZGSjxN3r4sCBAxg+fDi6dOmCjRs3QkNDAxwOByEhIRAIBOyMZcUByZo1a1jnoyIeHh4wNjaGuro6u1zaHLR1BxJ4P7BVU1ODrq4uTp8+zd7z//vf/0BEWLlyJRQVFeHo6IiMjIxq+8jKyoKHhwf8/PxkooxRE9u2bUOnTp2qxL7fuHED6urqcp/VnjBhAjp16oTPP/8cw4YNQ5cuXVBWVsaWe6xY2xp4PyDfsGED1NTUYGFhgaioKADvl4sloQMGBgbQ19fHp59+iunTp2P9+vWwt7eHl5cX0tLS4OjoCB0dHcyZM4d9x3h7e1dy5CsiEokwaNAgrFmzBjExMSCieg/y26mduLg49rdudyBbYZPE5Dx79qzZ5EN8fX3B5XJx7NixKjWPJRm7165dA/A+TsfQ0LBah6yoqAgjRoyAmpoali5dCiJiRzcNZdasWZg3b16d+1lZWWHr1q3o2LEjLCwsQETYt29fJQevthnC/Px8uLu7Sz3zIBQK8dVXX+Ho0aNgGAaTJk3CiBEjpL6u5uLJkyeVvpOmihMqKCjAkydPwOfz8fr161r3FQqFcHd3l9tsw5o1a9jydpK2c+dOdvvVq1dhaWlZ6eW+cOFCdOjQocYZ+jdv3mDu3LngcrlySzSqjbbmQIpEIjg5OVUZdBcXFyMgIID9XaOjo8HhcGBoaAgiwuLFi+uMdxaLxUhMTASPx0N4eLhcZpbLyspgY2ODoUOHVvo8OTkZRPKXndHV1cXNmzcBvE+IGTJkCLy8vMDlcpGSklLjcZmZmfjiiy/QoUMHHDp0CAKBAGKxGGfOnMGJEyfY2OOaCA8PR8eOHWFtbY3IyEjweLxan8urVq2Cra0tXr58CUnCaTuyIygoiP292x3IVtj+70dDQkICwsLC0NQIBAL07dsXK1asAMMw6Ny5M86ePctulzgcpqamAN6P5mtzlEQiEYqKipCens7GrzSG+/fvQ0lJqdoZqZKSEvj5+eH69etQUVHBrFmzQETo2bNnpUw8IsKSJUtqdQ4ZhsGDBw+Ql5fXIDu3bNkCa2vrBh3blJSVlcHOzg537txB7969oaKiItcEK4FAgIiICPB4PLx48ULqZf6srCy4u7vL5eU9evRoLFy4kJX+kCbsQiQSSWXL2rVr0aVLF6mC/WVJW3MgXVxcQESYP39+lW1paWnsfX/u3Dn06dMHy5cvx/z58/Hvv/+y6gt1UVZWhrCwMPB4PCQmJso8ROXGjRvQ0NCo9HdVXl4OZWVlNi5NHjAMAxUVFZw7dw7A+9WnAQMGYOfOnVINghmGwblz56Crq4svvviC/V5EIhGuXr2Ko0eP4saNG0hISKj2mZuSkgJbW1t8/vnnOH36dI0rb7GxsVBWVsalS5fAMAy6dOlS6d3UTuPx9PRkY3HbHchW2CQO5Js3b/Dw4UPIkoKCAri4uODkyZM1FqqXjHh5PB58fHxARFXsOHv2LBvYPXTo0EqzNTVRXFwMIsKTJ08adQ0Mw2DRokXQ09PDxYsX4e/vj7///hsLFixgExs0NDSwcuVKdtZzxowZsLa2RqdOneDs7Cz1gz8yMrJWh/f+/fuYO3dutcsoBw8exPDhwxt8nc3Bpk2bYGRkJJdlbIZhkJSUBFdXV4SGhjZoSS4iIgJPnz6VeTyaJCarV69eMp/lLCoqgpKSEk6cOCHTfuuirTmQ+fn5GDJkCMaOHQsjIyMYGhpi1KhR7Oz22rVr0alTJ5iamuLhw4cQCATg8/nV1sGW5lyPHz+Gp6enTBMF/fz8QERVHKiuXbvi4sWLMjtPdezYsQNEhOHDh7OalAMHDsSWLVuk7iM2NhZKSkr43//+h0OHDsHMzAzq6uoYNGgQO4Dv06cPduzYUWWpXqIZ+eWXX0JHRwcrV67EokWLMGzYMNja2uLevXs4deoUTE1N2ft/9erV0NHRwcGDB5GTkwOGYZCeno6oqCi8ePGiwTkEbRWxWIz79++zMantDmQrbBIHsqysDM7OztW+LDMyMtCvXz+pHcyQkBAsWLAAqqqqUFFRQZ8+fcDhcPDjjz9Wm2W4YMECqKurQ0lJCcuWLUNAQACmTJlSbUzgpEmTsGHDhjpteP78OYio1uUQaREKhfjxxx/ZqgL6+vqYOXMm9uzZA1NTUygqKrKOhkAgwM2bN6GkpIQ5c+bUmOFXHW/fvoW3t3eN248dO1ZpVrPi7zFnzpxWEQNZkb/++gsKCgrYs2dPo3RI/8vbt2/h5eWFR48eVSstJS0ikQheXl5ITk6WmW0A0KdPH6ioqFSJ86ovDMPgu+++w/Tp07F79248evQIDMNg3759UFFRaVKpn7bmQALvkziICHZ2djh48CC0tLTYUBuJtJZEC/DZs2eN+j0YhsGrV6/w4MEDBAQEyERbsKSkBOrq6lVivPv3748//vij0f3XRXBwML7++msQvS84QUT1vtfOnj2L3r17w8LCAmvWrGEdeIZhEBsbiwMHDmDIkCEgIowZM4bdXl5eDmdnZ5SUlMDBwQHTpk3DggULsH//fqxYsYLV1K0YcywUCvH777/DxMQEHTp0gLa2dqXnsaqqKqZNm1ZJoqydmsnLy4OHhwf7/3YHshU2iQMJAK6urtXGkBQUFLA3SV0v5AMHDoDD4WDSpEm4ffs2u1zj6uoKbW1tzJgxo8qMnFAoxLVr13Dv3j2UlpZiwIAB0NLSgra2dpX+LS0t8c0339RqA/C+hKCBgYFMZ4/EYjH74H79+jXU1NSwZMkS2NjYVMpcPHLkCPt9VbfEVVv/PB6vxjie0tLSKoLmJSUl8PHxgaKiYo1aii2Zs2fPQk1NTSbOfnFxMQIDA+Hu7i4zPcz8/HzweDyZLgnn5uZKvYxZG0lJSVUSqYyNjXH8+HGMGjUKH3/8cZPJjrRFBzIsLAxExMaO9+rVi80mPnz4MJv5GxISAj6fL5OZdpFIhLi4OPB4PERFRTV61qtjx464fPlypc8mTJiATZs2Narf+nD27FkQEYyMjOR2jqioKAwfPhzdunXDsmXLcOnSJXh4eNR4fyQlJeHy5cvVvu8EAgGcnJxw+/ZtREZG4s2bN0hOTsY///yDuXPnQlFRsdGx922B1NTUSkl/7Q5kK2wVHcjapGROnz7Nag3+N9OTYRgwDAM3NzdwOJway81FRUVBXV0d58+fr3Y7ADg4OEBXVxfTp0/HxIkTq2y/dOkSiKjWmToAWLRokVx1uySB8nl5eVi1ahW+/PJLAMCuXbvYl7mWlhZ8fX3r1W9ISAgSEhLY/2dmZsLR0bFSbGRFh15JSQkcDgdr166VzYU1A5Lv7KeffmpQPKRQKERMTAxcXFzw/PlzmWvpJSYmwtvbu9lkh2rD29ubFWKvqCMpaTUJMcuatuZA5uXlYeHChTAwMMDAgQPh7OwMIsKjR48AvL9HPT09WY1HWf8OJSUlCAkJgaurK1JSUhr0nHv37h2IqIq82LRp07Bu3TpZmVonkvKrCxculOuAp6CgAHv27MHs2bOxY8cO2NraonPnzli0aBFu3LhR5+RITk4OG19Zm53Lli2DqalpjSoP7bznvxJK7Q5kK2wVHcjIyMhaayibm5uzL6ahQ4di1apV+OKLL6ChoYFhw4bByMiIHYHXhK2tLSuoXB0rV65kz3H37t1q9/nqq69gbGxc43JHYmIi24eTk1Ot9jSUwsJCKCoqwt3dHbNnz8ayZcsAACoqKtXOskpLRkZGpWXvjRs3stci+d7y8/PRoUMH6OvrY926dfDx8WnVArdpaWlYv349VFRUcPjwYamPYxgGqampcHNzQ3BwsExm9Wo6T3BwMIKDg1v095yRkYGZM2fWGOYgT9qSA/n69esqjrqkubu749mzZ0hISMChQ4dw7949uapb5ObmwtfXFz4+PvUefElmsP8rnD9//nwsX75chlbWzbVr16CsrAw7Ozu53ccSRCIRnJ2dERMTAwcHB8yYMQOamppQVFTEypUrqyhDiMViHDt2DNra2ujcuTOIKlce+y8FBQXo2bMnli5d2qKfF82Nv79/JTmrD82BVKA2hpaWFuXn51f5/O3bt7R27VqKjo6mIUOGUExMDE2fPp3S0tLI0NCQ7O3tydzcnLS0tGj37t21nkNNTY1KSkpq3L5s2TJavHgxeXl50ZdfflntPn///Td17tyZvv/+ewoLC2M/d3V1pdmzZ1OvXr3Yz3Jzc+u67AahoaFBNjY2dPPmTcrJyaHc3FxKSkqi8vJyunv3LmVmZjaoX0NDQ8rLy6OcnBw6c+YMRUVFsdv2799PixYtoocPH9Lhw4cpJyeHXr58STY2NsThcGR1aU2OiYkJHTp0iDgcDmlqakp1zLt37+jRo0f08uVLGjFiBA0bNoxUVVXlYh+Hw6GhQ4dSYWEhJSQkyOUcsqBz5850+/Ztio2NpXPnzhERteq/i5bKy5cvq3zWqVMnIiLi8/lkaWlJX3/9NeXl5ZGrqys9fvxYbrbo6uqStbU19ezZk4KCgigkJIRKS0ulOvbFixdERKSkpCQ3+6Rl3rx55OnpSU5OTmRhYUEBAQFyO1d2djZpa2vTgAED6JtvvqE7d+5QdnY23b59m8LCwmjIkCE0ZMgQ+vHHH+nQoUNkbW1N27Zto19++YWSk5Ppzz//pB9++IGOHj0qmYSphKamJl2+fJmuXr1Kc+fOpdjYWLldS2sFAOXn55OWllZzmyI/mtuDbYpGFWYgi4qK4Orqyo6awsPD2cxiZWVldpTdmCXC0aNHY/v27Q0+XoK9vT1rjyRoWTI6JCL8/PPPGD16NIyMjCoF6lZEJBLB09OzwTMEDg4OICLo6uri6NGj6Nu3L2xtbSstQTeEgIAAHD9+vMZZDiJi40wTExMbda6WxNixY9mZ3JqQLN25ubk1eOmuoUjKbtWlI9kSCAkJARFJVdlJFrSlGciTJ09CX1+fTf6ouISto6MDIsK8efOwf/9+WFhYNNlSpiSUg8fj1RnK8fr1a4wcORJTpkypsm38+PF1riTJi9zcXCxatAgKCgpYvXp1g2XNaiM0NLRWncvY2Fjs2LED48ePx/Dhw7Fs2bIqz/QrV65ARUUFPXr0wKxZs3Dz5s0qq05Pnz7FJ598Ag6Hg3nz5jUqoe9Do6ioCG5ubpWe3/SBzUA2uwFNcpFEuHr1KhvH6OrqiuPHj2Pr1q1QVlaGtbU1FBQUsHz5cojF4ka9PMViMTp06ID79+83uI+KZGdnw9DQEKdPnwbwXpTU3d2d1bNMTU3FzJkzMWjQoCrHikQiVrdRWVkZBw8erHeMm0gkwqNHj+Ds7AwdHR2MHTtWJtUjkpOT8fTpUyQlJSE9PR3v3r2DQCBAdnY2Dhw4ABUVFXz55ZctMiavMezfvx8fffRRtdsqJg9ER0c3m2RGdnY2eDxei49vioqKAlHTVSdqKw4kwzAYMmQIW6t53Lhx6NGjB65fv84O7q5fv4579+7hyJEjNVackSd1JZOJRCKYmZnB0tISaWlpVY5fsmQJFi1a1FTmVourqyt69uyJTp06se8nWSB5x8kiKS4lJQUnTpzAokWLoKqqismTJ6O0tLTKfr6+vuzkQmsoN9sUJCcnV4m9bXcgW2GTPPTOnTuHgoICXL16Fba2tlBSUoK9vT0YhkFxcbFMXtgSzcf4+PhG9wX8/7FIERERyM3NxVdffVVFNufq1avQ0dGpop+2bds2aGtrIzIyEpcuXYK2tjYGDhyI27dv1+smd3R0hIqKCtatWyczh04iqVTTdx4aGgoul4u///5bJudrKVy8eBG6urqVvn95yJc0lpSUFLi7u8s9VquxHD9+HFwuF0eOHJH7udqKA5mdnV1pJcDW1rbS/wcNGgRnZ+cWMdtUk5xVaGgoiKjGspdLly7FwoULm8rMGikpKcGOHTugrKyM2bNny2RwLvlOZE18fDyMjIywd+/earcnJCRAXV2dFU9v64SEhFRZ+Wt3IFthq/jwU1NTw6RJk7B27doGCd7WBZ/PB5fLldnskaRu8Pr162FtbQ0igomJSaV9cnNzMWDAACgrK7MOl0R+o+JMaEZGBlavXg1lZWV0794da9eurXX5JD8/H9999x0UFBSwf/9+mS+lBgQE1JgkJMnClmjOfSi4urpCSUmJXXqrKKAsr7KCDeXFixfw8PCQe83gmkhOTkZERESdf3enTp2CtrZ2nSXeGktbcSAZhsGlS5fg5uaG9PR0ZGVlYe7cuTA3N8eCBQvwzz//1FhbuTmoTlC/pKQEAwcOBBFVW31s/fr1VWquNyehoaHo06cPhgwZ0ugZ3ZCQELmVafz111/RtWvXGlcnfvrpJ1hYWMjl3K2NBw8eVBkQtDuQrbAREVauXAkvLy84ODjg+fPnciljVVBQgAMHDqB3794y7ffMmTOVZgC2bdtWZR+hUIjt27dDX18fmZmZ+Pjjj2Fra1ttf5mZmTh69Ch69eqFzp07o0uXLujXrx/mz5/PZjk6OzvDxMQEPXr0gKenp0yvR0JGRgZOnz6NoUOHgs/nV9rGMAwGDx5cazZ7a+TPP/9Ejx495F7CTVZER0fDx8enyZfTIyMjWe3MHj16YP369fD19a025i06OhpE8q9t3FYcyJooKCiAq6trsyxZS8N/S3pu3boVRFStXuHevXtrDCVpLrKzszFy5EiMHDmywTH4AoEAzs7Ochv05eTkoG/fvhg1alS1M9DBwcEgIqSmpsrl/K2FkpIS8Hi8KoPfdgeyFbaKSTTAe+eEx+PJfHlu8eLFIKJqg7Yby+vXr2FtbY2vv/66xn0ePXrEajMOHjy4zsSZV69eYd++fbh48SJOnjyJ/v37w8LCAkuXLoWCggI2bNgg1+VUsViMK1eusKLhy5cvZ5fIBQIBNDQ0qggAt3ZOnDiBFStWgMfjITw8XC51qGUJwzAIDQ3F48ePZa49WRt2dnYgIsyZMwcjRozAyJEjoaCgAENDQ6xYsQJOTk6Ij4/HjRs30KNHD4wYMULu9rVlB7K4uBju7u4yqXolbwoKCvDkyRNcvHgRS5YsqXYG293dHYqKii0uzjc1NRUaGhr4888/G3S8JLZcnmRkZMDMzAzDhg2rIqskqactidlvq6SlpVX7O7Q7kK2w/deBBN5nj1UXXN0YJJpjampqMhXVzc3NxSeffAIiqjVzMCsri621Wl2gc12kp6djyZIlGDVqFOzt7RtjstSEhYXhzp077OyqRCMxIiICRNRiZzuDwzFrAAAgAElEQVQaQlZWFq5evYqTJ0/KJNapqWAYBkFBQfDz82uypCYXFxd88cUXGDduHLS0tNCrVy/cv38ff/75J6ZOnQoVFRUQETp06IDVq1fLtIpOTbRVB7KoqAgPHjxotPJCU+Pu7o5Tp07B09OziqPo5eUFIpJLGFNj2bJlCwYMGNCgkCFfX98aC2XIkqysLAwaNAhDhgypEs5gZ2eHyZMny92GlkxYWFi190u7A9kKW3UOZEJCQrWxMY3l7du3ICKZjgITEhJYB2vWrFky67clkJiYCEdHR7ZOrCRof+nSpTA0NPwgRGoLCwvh7+8PPp+PVatWYc2aNc1tUr0Ri8UICQnBw4cPm3w5+927d1i6dCm4XC6OHj0K4P0SUWpqapPO4LZFB7KgoABubm5yFQqXFw8fPoSSkhKio6PB4/EQERHB/r3k5+fD2NgY+/bta2Yrq5Kamtqgd4gkxKCpwmGys7NhYWEBc3PzSgmcDx48ABFhxYoVrW7QISs8PT2rXeL/0BzINickLkFfX5+ys7Nl3m9BQQEREeno6LCfZWZmkpeXV4P77NWrFxUUFNCvv/5Kt2/frlYIvbVw7do1+vjjjyk5OZmIiDw9Penly5fEMAzp6enRgQMHqLS0lAIDA+nSpUutWiRaKBRSVFQUPXr0iPT19Wns2LHk7u5O3bt3b27T6o2CggJZWFiQlpYWPXnyhAQCQZOdW0dHhy5cuEC//fYbbd68mUQiEdnb29Phw4fpxo0btYr2t9Nw8vPzyc/Pj8zMzMjU1LS5zak3SUlJpKmpSWZmZvTpp58SwzDk5eVFSUlJpKGhQWvXrqXDhw9TYWFhc5taia5du1KfPn0oMDCwXselpqZS165dSUGhaV7r+vr65OnpSWKxmPbv389+PmHCBHJ1daWIiAgaNWoUlZeXN4k9LYXy8nIqLS0lbW3t5jZF7rRZB1JbW5vKyspk/sf9xx9/EBFRz5492c+++OILsrW1lcyG1hsAZGtrSz/++CMRESUmJjbe0GaiqKiInjx5QqamppSenk6fffYZvX79miZMmEC5ubm0ZcsWKi4upujoaPrss8+a29wGAYBSUlLI09OThEIhjRs3jvr06UMAKCEhgQYPHtzcJjYIDodDgwcPJgMDA3r8+DGVlZU16fnHjBlDAoGADh06RNu2baOXL1/SkiVL6OTJk+Ti4kKHDh0ikUjUpDZ9qOTm5pK/vz8NHjyYunbt2tzmNIiuXbtSXl4eZWRkkIqKCg0ZMoSsrKzo1atX5OvrS5aWlpSXl0fbt2+XurJNU2Fubk4XLlygtLQ0AkDFxcX07NmzGicPGIahtLQ06tatW5PaqaurS3FxcXTs2DGaO3cuubi4EBHR5MmTyc3NjbKzs8nPz69JbWpucnJySE9Pr1VPfkhNc0+BNkWjapawgfd1KmUdA0P/twy7efNmdvlV8llDuXz5MrhcLuzt7eHg4CB3uRJZwOfzYWVlhbKyMtjZ2eHGjRsA3sfTSSr/TJ06FbGxsRAIBLh//z4OHjwIOzs7DB06tJmtbzjZ2dnw9vbGw4cPqyxhxMfHg8vlgsfjNZN1soFhGMTFxcHd3V0uVTRq4tKlS2yM8bFjxyAWi2FiYoLTp09DS0sLRFSjLJQsaCtL2GlpaeDxeK2iGlFtiMViaGpq4vbt25U+l+iuurm5Yc+ePejYsSN+//33ZrKyejIyMjB48GAQESwtLTFnzhwQETQ1NbFly5YqcYeZmZnw9fWts1+BQICjR4/KVIZp27ZtWLBgAYgII0eOBPA+bMfW1hYGBgZNEpPZkoiIiEBcXFy12+gDW8JudgOa5CJrcN7i4+MRERFR7baG8uTJE9y6dQvKysr45ZdfwDAMFBUVQUQNklaIiIiAmpoaDh48KFM75c306dNBRHj58iXrQEsyIq9evQoigpKSEhQUFPD48WOEhISAz+dDQUEBTk5OzW1+vSkuLmarBKWlpVWK3bx16xaGDRsGIyMjTJ48ucVK9tSX9PR08Hi8Jkt0CgwMxGeffYYdO3aAYRh4eXlBQUEB6enpUFBQABHJNebqQ3cgGYZBbGxskw8M5MmgQYNgZmZWbSy1SCTC8+fPcevWLZkWSZAVSUlJGDt2LPv8XL9+Pf766y/07t0burq6OHPmDGtzbZq6Ffnnn39YLWFZZ2vv378fffv2BcMw+Pbbb9GjR48PqgyttHh7e1fJTpfQ7kC2wlaTA5mTkwNvb+9qtzWW27dvQ1lZGV999RX+/PNP/Pzzz/XuQygUYuDAgZgxY0arSyYZMWIEiAi+vr549eoV+xCMjo7Gtm3b2LrjxsbGWLlyJcLDw3HmzBmsWLGiuU2vF0KhELGxseDxeIiNja32JfTpp5/C3NwcW7dubVXZ19KQm5sLNzc3xMfHN/nf6Oeff47p06cDAKysrEBEcq2c8yE7kEKhEIGBgfD19W2QgkNLRVIv3cPDo8Z91q1bh3Xr1uH+/ftITU1tcc/ajIwM9OjRg121iY6OxuHDh6Gurg4NDQ3MnDkTTk5ObHIbwzBwc3ODpaUlRowYgV27duHEiRPYvHkz+vXrB319fSxevBhKSko4evRoo6+XYRgcOnQIfn5+UFRUxN27d6GsrPxB3y81IRAI4OTkVOMkQbsD2QpbTQ6kWCyudOPJmmfPnsHIyAjr1q2r97FCoRCbNm2CiopKq1xK+uWXX0BEGDJkCADgm2++ARFh2rRpuHfvHogIv/76K+bPnw8TExPo6+vjwoULrUaAlmEYpKWlwd3dHUFBQTWGFdy7dw8cDqdaMeMPhZKSEnh7eyM4OLjJZnGcnZ3B4XBw4cIFzJw5E/b29ggODgbwXrVg+fLlGD9+PK5duyYzh+hDfSEWFRXBx8cHwcHBTar12VR88cUXICIkJSVVu11SqvH69evw8fGBr69vjTNIzcWxY8cqzUQC7xU/bt68iXnz5uH48eMAgLy8PEybNg0KCgpYunQptm/fDgsLC5iZmeHTTz/Fxo0bERsbCwC4cOEClJWVWWWDhpKTk8PapqioiCVLlkBVVbXZKlg1J69fv65Sargi7Q5kK2y1xR8+fvxYbjEaRUVFMDAwwIkTJ+p9rJ2dHTgcDm7evCkHy+SPpAqEuro6oqOj0bt3bxARxo8fD4Zh0L9/fxw4cACurq6wsLDArl27kJiYCH9//+Y2vU7evXuHhw8fwtvbG9nZ2TXuV1ZWhk6dOmHLli1NaF3zIBQKERISAg8PD7kvfyYmJsLQ0BC2trZs7ONnn30G4H0Mao8ePTB8+HDMmjULmpqa6N+/v0w0Xz9EB/LVq1ds5ZaWNvMmKwYMGAAzM7Ma71WJc3bkyBEwDIOUlBS4ubkhODi4xdWCLykpqfQ7iUQi3LhxAyYmJti+fTu6du3Kru5Is7p2+fJlKCgowM3NrUH2pKamYtu2bawDuWDBAtjZ2WHSpEkN6q+1ExUVxTro1dHuQLbCVpsDGRsbi6ioqBq3N4bz5883qEbv8+fP2RuyNThU/+XOnTtQUFDAxIkT2eswNzfHihUr0LFjRxQXF2PcuHHYvHlzpeNEIhFcXV1b7DJvaWkpnj17BldXVyQnJ9f5wg0PDwcRtcoZ5IaSmpoKHo+Hly9fysUhCQkJQadOnaCvrw8NDQ0sXrwY3377LYgIJ06cwLBhwzB06FC2gpJEhN/U1LTR8ZGt2YEsKyvDw4cP2RlikUiEsLAwPHjwQKZFD1oiRkZGGDBgQI215gsLC6GhoYHRo0eznwkEAkRHR8PFxQVxcXEtdmb25cuX8Pf3x7Vr12BsbFyp5O2BAwdqPVZS85z+r+JTQxg7dizrsBIRzpw5AwMDg0bParZWfH19K2li/pd2B7IVttocyLdv38olDrKwsBDdunXDjz/+WO9jf/31VxARJk+ejMDAQJnbJm927twJdXV1vH37FjExMUhKSgLDMHj79i04HA6cnZ2hoqKCe/fuVTn2+fPnCAkJaQara0YkEiE+Ph48Hg9RUVFShzxcuXIF2traH+zMTk0UFhbC29sbT58+lanQt5OTE5uQRkRYtGgRhEIhGIbBvn37QETo2LFjFUehsLAQNjY27CxlQ2nNDqSNjQ0bk5yfnw8vLy8EBgY2uSh8cxAbGwsiwqpVq6rdnp6ezv5NLV26tJKzWFRUhKdPn+LBgwd49epVi7qXGYYBn89nM6rLyspw69YtHDp0CB4eHjWGk2RlZeHAgQOwtraGiooKNm3a1CD1goKCAqirq4OIMHbsWCgoKEBdXR2TJk1q8SVa5YEk/rG2MJ52B7IVttocSLFYDBcXF5kvVfz2228wNDSsV4m1W7duISEhAampqVBQUICPj49MbWoqkpOTQUTVOoKSZIfevXtXG5tWXl4ul9+jITAMg4yMDPD5fAQEBNTrt8zLy0O/fv2wcuVKOVrYchGJRIiIiICrqyvS09Mb/eI9e/Ys+5I3NjaGs7NzpT4l2f01ZX0+fPgQHA6nUbJdrdWBvH79OhufFhMTAx6PJ9UM+oeCRBGCiGqsMS0UCsHn86GhoYE9e/ZU2f7mzRt4eXnh8ePHLSZD/dWrV/Dx8ZHqd8zPz8fKlSsxZcoUKCsrw9TUFCtXrsTz588bfP6TJ09CV1cXRAQjIyMoKCjAzs6uRTy7m4P09PQ6VwzbHchW2OrSYAwODpZJqS6JPl5ycjKmTJkCGxsbqY8NCwtjdbRevnwJRUXFBselNDeJiYkgIrx48aLKtqSkJPz999+1LlNHRETILaxAWvLz8+Hn5wdPT88al75q48cff0SvXr0++OXBusjJyYGHhwcCAgIa/GKJioqqlEBQ2xJRdYjFYhw4cABEhKCgoAbZALROB1IoFIKI0KdPH/B4PPj7+7e5F/yiRYvYvx81NbVa9926dSvGjBlT7TaxWIyXL1/C1dUVYWFhzZokwjAMq3BRFyUlJZg2bRq6deuGNWvW4P79+zJZkv/pp59ARNDV1YWCggIWLFjQZgYl1REUFFRjopaEdgeyFba6HMhXr17JJEtWUgebiMDhcPDbb79JdZwk8F9PT489fvDgwa1SLzAnJweffvopiKjakbw0FBcXw8XFpVmW18rLyxEeHg4ej4fExMR6/wY5OTm4cOECrKysGpR9/yEiEolYqaOGxEb6+PjA2Ni4zodzdTAMg02bNkFDQwOXL1+u9/EVaY0OpEQ4+v79+1X0SdsKxcXFuHXrFi5fvgwiQkxMTI377tq1CyYmJrUOGsvLyxEREQEej4eEhIRmeU5nZ2eDz+fX+Xs+ePAAvXv3RteuXWu97oaQn58PPp+PW7du4cGDB23yb0uCZCWzLsWHdgeyFba6HEihUAhnZ2eZOCyS+EWJpIg0LF68GObm5igsLMSDBw/w2Wef4eLFi422pSkpLy/Htm3bMGjQIGhqakJXVxcbNmxocH9BQUHVzmDKC7FYjMTERPB4vHrPLjx48ABEhBkzZqBv377sIODOnTtytLj1kZ+fj4cPH8LLy6ves4j1JSsrC1FRUfjuu++goqICV1fXRvfZmhxIsViMpKQkuLq6IiQkpE3GpP0XhmEwevRozJw5E9euXcPVq1er7PP48WN06tQJHTp0AJ/Pr7U/ySqFh4dHkyfKBQQE1LpqlpiYiGnTpoHD4WDVqlUtTpboQyMrK0uqSkDtDmQrbNKUEfT392+U1EdOTg7evn2L3bt3o1OnTlI7o1lZWSAimbzgGsKnn36KTz75pNH6fa9fv66UARgYGNioEem7d+/g5ubWJKP7rKwseHp64vHjxw3KAK947aNHj0ZaWho8PDxa5QyyvJGUkXvw4AH8/f3lknFfXl4OTU1NNjZLVrHEze1ApqWlYfny5QgICMCpU6dgb2+PJ0+eICwsDA4ODnB2dgbw/u/R09MTjx49qlJOs60TEBDA3qs9evSodp89e/aAiNCtW7c672GGYZCZmQk+nw9/f/96xUk3lIKCAvB4vGqf2UKhEDweD506dYK1tTX++ecfudvTzvsQtPj4+Dr3a3cgW2GTxoFMSkpqVHxUxUDta9euSXXM77//jr1794KIoK2t3SxSERKbw8LCGtxHZmYmzp8/X8mBrCmOqD48fvxYrsLiRUVFCAgIkEmGZXx8PIgIly5dkqGFHy4ikQgJCQnsjK+s4vIkiU9EhHPnzsk0Tq25HcgVK1awSUQV7zUigoqKCnr16oU7d+6Az+cjIyOjTS8p1oZEXqumEJvr16/DxMQERIS//vpLqj5FIhFevHgBHo+HyMhIuYbfhIaGVtEaTE9Px6pVq9i/h2XLlrXPOjcRkso/BQUFde7b7kC2wiaNA1laWgpnZ+cGOXFisRj3799nb15pyMzMBBGxMyU1ZSXLi8zMTGzatIm1WSwW4+DBg1BVVa338uKhQ4cqvczs7OxqLCZfHyQzKbJ+EQoEAkRFRYHH48lE400oFGLSpEmwsLBocwkKjaW8vBxRUVFwcXHBs2fPGjSDIxQKsX37dkycOBGDBw8GEaFnz54yT2BqagdywYIFMDMzw+3btwG8L7lX8T5LT09HQUEBAgIC4OfnB0dHR8yZM6fdcZCC8ePHY8yYMbXe+3Z2drC1ta3X86eiVqxEvkyWlJSUwMXFhR0YMQyDI0eOQFVVFUOHDsVff/2FY8eOta9+NCG5ubm1lsqsSLsD2QqbtE7dw4cP651xW15ejmHDhlVawqyLkpISzJ49G0TvK7Vs3bq1XudsLKWlpRgwYAC4XC6ICKdOnWKzVCXyOxkZGVL3l5eXh9OnT7PHOzk5ycROhmHw8OFDpKSkyKy/5ORkNi6ssc4ewzAICAjAuHHjoKGhUWsFgnZqp7y8nE20CQwMrJdUSmRkJIgItra2WL58ea2lJRtDUzmQpaWllTLPiQhWVlbo2bMn+/9ff/0VmZmZ8PX1BZ/PR3JyMtzd3cHlcttkCbn6kpSUBE1NzVoTHZ89ewYlJaUGxaNXrFYl0WmUBaGhoaxCRUFBAWbNmgVVVVU4ODi0O43NRExMjNSqIe0OZCts0jqQ8fHx9V7KXbNmDbsEPWnSJNy/f7/OY3bt2oWOHTvC3NwcampqOHXqVL3O2RhSU1Oxc+dOEBFWrFgBCwsLvHjxopJAMxHBwMAAERERUvcrFosxdOhQEBGio6NlZm92djbc3d0bPUuYnZ0Nb29v+Pr6ymRmqqioiJ3tas4Y1g8NgUCAFy9ewM3NDY8ePUJaWlql3z4kJATDhw/Hxo0b2dkdgUCA7t27Y8GCBXK1rakcSElYS0VncfHixdDW1oampiYcHBzg4eEBLy+vShqbv/zyCywtLZvExg+BkydPQkdHp9Y43Pnz52PRokUN6p9hGKSnp8Pd3R2BgYGNHtRIYh/Ly8uRk5ODgQMHonfv3ggPD29Uv+00Dk9PT6mTlD40B1KR2mHp3Lkz+fn50eDBg4nD4dS5f2hoKP3xxx90//59GjNmDGlra0t1nuTkZOrTpw/FxMRQSUkJ2djYNNZ0qcjIyKBu3boREdGkSZNIS0uL9PX16dy5czRw4EBSVVUlf39/IiLKzs6m33//nS5evFhnvyKRiJSUlNj/Hz16lPbt20cdO3ZstM36+vqkpaVFycnJ1KtXr3ofX1paStHR0ZSTk0NmZmZkYmIi1W9bF35+fhQREUGRkZHUt29fUlZWbnSf7RApKSlR7969qWfPnpSZmUkpKSkUGRlJXbt2pcLCQpowYQKNGjWKTpw4QTk5OTRmzBhiGIays7NJS0uruc2XCSNHjiQtLS0qKCggIqLFixcTl8ul77//njIyMkhHR4cGDx5Menp6lf6WQ0NDafjw4c1ldqtj+fLl9Pvvv9OWLVvo1KlTVbbfvn2b7t+/T8OHD6ecnBzS19evV/8cDoeMjY2pU6dOlJiYSD4+PmRqakp9+vQhRcX6v3pjY2Opd+/eJBKJaNq0acThcCgwMJB0dXXr3Vc7sqGoqIgEAkHb/Q2a24NtikZSzkACgIeHh9QzVMePH0f37t2l7lvCmTNnQETsjF1jsr/rg0gkwoYNG0BEiIyMhLu7OzvLce7cObx79w6vXr3C4sWLQUQIDQ2Vql9fX98qQf1r166Vmd35+flwdXWtV2C6UCjE8+fP4eLigpiYmEZnmf8XiVyPLATo26mdoqIiREVF4fLlyzh37hyePXuGnTt3ok+fPtDX14eKigp++uknuSehNdUM5I0bN9gs4e3bt4PP58PDwwMJCQm1xjd++eWX+Pbbb5vExg+FBQsWYObMmVU+v3v3LjgcDjgcDlRVVTF37txGn6ukpARBQUFwc3NDampqveIjc3Jy4ObmBpFIBDs7O3Tt2hXp6emNtqmdxvHixQup35NA+wzkB0/nzp0pMzNTqhGFpaUlpaSkUHFxMamrq0t9jm+++YZ69OhBo0aNIltbW1q/fj3dunWr1mNycnJIRUWFNDQ0pD7Pf+FyudS5c2ficrmkra1NAwcOpMjISHYmh8Ph0Pnz58nR0ZGCgoJo6NChUvVrbW1N7969o6+++oo8PDxo4sSJtGTJkgbb+V+0tLSoY8eOlJCQQAMGDKh1XwCUkZFB0dHRpKurS2PHjiU1NTWZ2CEQCOivv/4iPT09UlFRISKq1+/eTsNQV1en0tJSWrZsGV25coUuXrxIH330EX3zzTfUqVMnmjJlChkYGDS3mY3m3r17FB8fT2PGjCFHR0fKzc0lLS0tGjZsGKWnp9Pz58+pe/fuNR5vbm5O3t7eTWhx60dHR4dSU1PZ/6enp9Onn35KL168IA6HQ3v27CEbGxuysbEhbW1tOnLkSIOfJ6qqquxsZmRkJCUlJdGgQYPqfNcAoJiYGOrfvz89ffqUzp07Rx4eHmRsbNwgO9qRHZmZmdS3b9/mNqP5aG4Ptika1WMGMicnB56enlLt++jRIxBRo4LWz58/D0NDw1r38fHxARE1Kr4pISGBnR08evRojfupq6vjjz/+aNA5JDOR0kpf1AdJdZraMtUlgeteXl4yC1w/e/YsfvrpJ2RmZsLOzg5cLhdKSkoYOnQonj59KpNztFM3t2/fBofDgZmZGebPn4/U1FR8/PHHuH79OlxdXcHn8xEWFob09HS5JZHIegaSYRgUFRWxEmJXr17FqVOnsHDhQkycOBFEhMOHD7MrFkSEhw8f1mhb586dMWfOnCrbBAIBTp06hYkTJ2LChAnt8j4VOHHiBJSVlbF06VJs3LgRa9asAZfLxdChQyv93nw+H1paWli1apVMzvvfhL7anmuvX7+Gh4cHsrOzYW5uLvdY33ako6ysrN7KLfSBzUA2uwFNcpH1cCAZhoGrq6tUciJ37tyBpqam1H3/l+TkZHTr1q3aJRQJr1+/hoGBAczMzEBE9cpOrcjGjRtBRJg7d26N4sJBQUF1lvqqiERCQmLT+fPnoaGhgczMzAbZWBeRkZHVJjmVlZUhNDRULtIZqqqqICKMGDECU6dOhZ6eHgIDA2XWfzvSUVZWBmtra+jo6EBHR4fNTBYIBGAYBnl5eUhISIC/vz+cnZ3h5eWFsLAwJCcn4927dzJZ3m6sAykQCPD27VskJCQgJCQE7u7ucHV1RXBwMJKTk/HDDz9AVVUVP/zwAz7++GOYmppCTU0NysrKrAMpkcfKz8/Hpk2bWPFwU1NTjB8/HsnJyVXOe+zYMfZ4DofTqGv40CgqKsKuXbuwaNEiGBkZsd/T48ePq+zbp08ffP755zI9f12SYgzDwMvLC5GRkTAzM8PgwYNlmtXdTsNJTk6u97ug3YFsha0+DiTwXlVemjJ6EvmQ6h42dSEUCmFpaQkbG5tas/N++OEH9O/fH46OjujQoUODpGe+/vprEBH7sqkOSZkvyayHNKSkpICIsHz5cpSWlqJv374wNzevt33SUlZWBh6Pxzr3YrFY7uK9FeuTS5zJX375Rebnaad2hEIhevXqhQ0bNmDnzp04e/YsioqKqt1XLBYjJycHCQkJCA4OhqenJ5ycnODt7Y2QkBDExcUhLS0NOTk5KC0tlXrAIY0DyTAMiouL8fbtWyQnJyM2NhaBgYHg8/lwcnKCr68vwsLCkJSUhLNnz2LYsGFYs2YNNm3ahLVr12LSpEkA/n+x6wEDBsDT0xOqqqrgcrmYM2cOVqxYgU6dOoGIYGZmhp9//hlEBD8/v2ptsrKyYkXuZa2N+SFRUFCA77//vpKjXpE///wTRFRnicOGUFhYyBY1qCgCn5qaCl9fXwwfPhxWVlbtlYVaEAEBAfUudPGhOZCc99f0YfN/o26p98/KyqL4+HiytraudT+GYcja2pq6d+9O165dq5dNx44do127dlFsbCx17ty52n2ePn1KH3/8Md29e5f+/vtvEolEtHv3bqmzxAGQg4MDffvtt7Ru3To6evRojfv6+/vT6NGjiYioY8eO9Pr16zrP8fTpUxo1ahQREWloaFBRUREtXryYLl26VKdtDSUuLo4KCgqoa9euFBUVRRoaGmRubk6ampoyPU9aWhpt3bqV+Hw+FRcXU1FREamqqhKXy6WQkJC2HffSDNy+fZsWL15MqampDYp3FIvFVFBQQPn5+VRcXEwlJSVsE4vF1KFDB1JWViYlJaVKjcvlsn08f/6c+vfvT0TvlQeEQmGlJhAIqKysjJSVlUlNTY3U1NRIXV2d1NXVSVtbm4qLi+no0aPk4OBA+fn5VWxUU1MjbW1tSk9Pp1evXrGKCcbGxuTu7k7Xr18nX19fUldXp2nTptHAgQNp/vz51KVLF5o0aRLt3r27Unavn58fcTgc4nK5lJ2dTVOnTq3399bWMDc3pzFjxtCZM2eq3T5kyBDS0dEhPp8vF+WFN2/eUFRUFAGgV69ekaKiIt27d4+ePn1Ks2bNot9++03m52yn/ohEInJ3d6cJEybU6++Aw+EQgMbLgLQUmtuDbYpG9ZyBFIlEcHJyqlMTcurUqeByubh8+XK9+geAMWPGYDQvyfoAACAASURBVPPmzTVuz8zMhJGREZYtW4bExMRKGc7SVutYsmQJe0xd1WWKioqgoaFRr/jHsrIytqzanDlzcPjwYblnBr579w7379+Hu7s7Xr9+LZdzSGrh/rcNHTq0Peu6mdi4cSM0NDTk0rdAIEBBQQFycnLw+vVrpKWl4eXLl4iLi0NMTAzb/v33X/bf8fHxSEpKQnp6OrKyspCbm4uioqJal8q/+eabav+uiAhTpkxh/83n8yEWi9n/Gxoa4uzZs/W+riFDhoCIZBa31xYwMDCo9bsOCQmBgYEBTExMsHXrVpnVcndycsKKFStgZWWFoUOHYurUqbhx4wauXLmClStXsisg7bQM0tLS8OTJk3ofRx/YDGSzG9AkF1lPBxJ4/7CvLiC9IhoaGpgzZw7i4uLqXT6sR48ecHBwqHH7wYMH0atXL5SVlWH9+vWVKlJIy4ULF9CzZ09wudxaZWyuXLmCUaNGsedYuXIlbt68icDAwDqX91xcXKClpQUikmvd6vLyckRERIDH4yEoKAje3t5yqbwgKTFZsbm6uuLZs2ftlR6akdOnT/9/7J13eBTV+se/mx6SkBAgRELoKdRQQg8d/FFVroKAgnCxoIJYUQSuKBaQK025qCjNAgiiINkUII2QuoGEVNJJSIFAet0y398fuZnLmgTSN2U/zzPPszsz58w7uzNn3jnnvN+X+vr6GrWhsXMgf/zxR/E+kUqlatfYjz/+yAULFhCAOIz97bff0tXVlZMmTSIALlu2jBKJhC4uLnWS/goMDKSenl6TSmq1d1asWEELCwtu2bKl1gxYeXl53L59O3v16sWFCxc2SerIrl27ctiwYfzkk0+4a9cu+vr60tXVlaGhobxw4YLYWfHtt9/Sz8+PBQUFLCws5NmzZ5vMidVSd/z9/RvUWaJ1INvg0hAH0tnZmd9//32NjYhKpWJZWRlPnjwppgNcvnx5nevOzMwkAMpkslr3Wbp0KRcsWECSPH36NAHQ2tq6XrmCV69eTQC0t7ev1RH08vKivr4+X3rpJb788svVnKdx48ZVK1NSUqLmkObn5z90DlZjUKlUTE5OppubG8PDw1leXk5BEOjv78/ExMQmOUZJSQk9PDz47LPPUkdHh126dBHP/4UXXtBGrWqQnJwcDhkyhAC4atUqjdrSWAcyODiYAJiZmcny8nL6+vpy1apVBCpToMbFxYnXXWhoqFguPj6e48aNo52dnbh9//79jT0dLTUgl8u5detWAnhomkOycg58jx49OH36dH755Zc1BjDVREVFRbV23MXFhatXrxa/BwUF8eDBgxwwYACnTJnCTz/9lEeOHOHjjz9OiUSi1kYbGxs3WfpYLY+mpKSEUqm0QYF5WgeyDS4NcSAPHz7MPXv2cO/evSQr89Pu2LGDw4YNE53GAQMGcNasWQTAb775ps51p6WlEQDj4uJq3H7jxg0x8pesfNuRSCS1SnjUxubNmx8aVeju7k5TU1OuX79edJJCQkK4detWfvXVV3zrrbdqbET79etHAJw1axaXL19OMzMzAmjyN+G7d+/Sy8uLV65cqRZ9XpXWq7H5rBMTE9m7d2/xfDw9PdV6GlUqFX/55Zd65QbX0nhUKhWDg4O5cuVK9u/fn1FRURp35BvrQCqVSjo4OPCjjz5iVFSUeE1/9NFH/Pzzz0lSDOJwcnKqsfzVq1fFqSlz586tcwo1LXXH1dWVurq6LC0tfeQ1d+PGDc6bN48DBw6kRCLhmDFj+P777/PUqVO8fv06b9++zdLSUmZmZjI0NJRbtmyhsbEx9fT0eOfOHbGew4cPEwDHjh3Ljz76iIcPH6a+vj7/9a9/cdmyZQwKCmJmZiY9PT3p7+9PX19ffv311/zhhx/41ltvsXv37toAmxYiNja2wekjtQ5kG1wa4kCmpKRw/vz5fPPNNxkWFsaZM2fSysqK27dvp7u7O/39/fnxxx/zqaeeqlP+6wcRBIHm5uY8depUjdvPnTtHAOLDYcWKFRw7dmy9z4EkL1y4QIlEwvj4eLX1mZmZNDc351tvvVXvoVk3NzfRMR09ejSXLVvG//znPw2yryaKi4sZHBxMT09PZmRk1NqIx8TENFqLcfbs2Zw2bVqt8khz5swhAA4dOrRRx9FSd9LT0zljxgwCoKGhYZ11WZubptCB/Oyzz8R7Z9GiRdW2FxQUUF9fnwBqzUUvCAIvXbpEiUTCXbt2NevUkY5I1Qu+tbU1n3jiiTq9pAqCwKtXr3LLli2cMmUKzc3Na5zr6uDgwG+++YYAePbsWbXyfn5+/Oijj/jTTz9xzZo1fOedd6odR6lUMj4+nlKplFFRUZTL5SwrK2OfPn206hAtgCAI9PDwaLCzrnUg2+DSEAfy9u3bNDMz4y+//EITExPa29s3aQDF9OnTuXHjxhq3vfjii3RxcRG/9+7dmzNnzqxX/SUlJbx58yaHDRvGkSNHVtv+3HPPcfjw4Q1O8Zefn09nZ2d2795dbBy9vb0bVFcVcrmc0dHRdHV1ZVxc3COHCJRKJS9evNhg3cm7d+8+VJbjt99+IwAaGBgwKSmpQcfQUn9eeuklWllZ8ebNm7VK9WiCpnAg8/LyxPtl4sSJNe5z//59Ghoa0t3dvcbtMpmMEyZMoJ6eHvX09Ko5I1oaz549ezhq1CgC4Kuvvlrv8oIg8P79+4yLi2NAQABjYmKYm5vLhIQEfvfddwRQ4/UUFRWlNn2hNsrKynjt2jW6ubkxNTWV8+bN06axbAHu3r3bqOec1oFsg8uDDmRtw6wKhYIhISE8efIkDxw4wMcee4yTJk1iYGAgZTJZkwdQvPvuuzU6hWlpaTQ2NuaJEydIkseOHSMA2tra1smGa9eu8f333+fOnTvFB9UXX3yhts/Zs2cJgG+88QYPHjz40CwID+Pnn38mAL788svs06dPgx+wgiDw1q1bdHd3p0wmq9ew9J07d+jh4dEgR1ilUrFv377cvXu3mi1k5fVQ9fs1VLxdS/3Jz89nv379+MYbb2jalGo0VSaar7/+Wry2ahqFeJgu7O3bt6mjo0MnJyfq6Ojw9ddf59KlS2ltbc2CgoJmUyboqLi7u1NPT69eU5RqQyaTif/7yy+/XG1kpaCggFKptF7tcW5uLt3d3fnVV1/VeyRMS/2RyWSN6kzQOpBtcKlyIFNSUgiAH3/8sVrvVklJCR0dHQmA3bp1Y8+ePfnhhx+ytLSU2dnZ9PHxYVPz66+/0tLSstr6F198kc7OzqKz+ODwR11Yu3atGPwBgCtXrqyW2u2f//ynWr2urq4kKZ5vamqq2vyc2igtLRXnP86dO7dO9v2d+/fv08fHhz4+Pg2ezyWTyRgVFdWgsq+99hodHByYnp5OV1dXApXizVW/jfatvmX55z//STs7OxYWFpKsvMaaQyC+ITSFA1lUVCReZ1XzqB/k6tWrBMBDhw7x+PHjfPbZZ9UcjcDAQALglClTCECcY1clpwWAzz//fKPt1PI/du7cye7duzd4tKaKqtS3NfUYVw1h12WUKzc3l9u2bRPlzLy9vblgwQIePnyYR48ebVW99u2JiooKXrhwoVFR91oHsg0uVc5XSEiImuP0559/UhAEpqen08DAgF9++WW1P1wQBLq7uzd5gMju3bvZt2/fauudnZ3Vegzt7e0J1JwZ4e9kZ2fTyspK7eFUU4+Ev78/AXDTpk1qUgRbtmwRy7755pvVykVHR/PgwYMkK3uKSkpKmJ+fz3HjxtU4TP4wSktLKZPJ6O7uzlu3bjUqQKKsrIxSqbRB/1Fubi5Hjx5NXV3datGNADQeuNGRiIqKokQioZeXF8nK6w0A3377bQ1bVklTOJBVvfbDhg0jAHp6eorbHtR7rZL0+fuL44kTJ9i9e3fGx8eLgV/l5eU8f/48Z82axSeffJImJiYUBIEKhUIrPdUEZGRkUFdXl7/99luD60hISBD/z6rr+0FSUlLo6+tbp/Zm9+7dBCAGc06ZMoX379/nwYMHuXz5cv7555+MjY1ttMOrRZ3k5ORGp7Ftbw6kDjoQSqVS7fvhw4cxcuRI2NraQi6Xw9DQsFoZiUQCW1tbpKWlietu3bqFtLQ0FBcXQxCEBtlSUlJSLQONTCZDeHg4nJycxHXFxcUAgPDw8FrrIgmlUgl7e3vo6uqirKwMJJGYmIgePXrUWk6pVMLGxgYAEBoait27d4vbNm/eDKAyg4dcLsf69esxZMgQvPrqq7h9+zZmzZoFS0tL5ObmIjw8HB9++GGdzlulUiE+Ph4+Pj4wNjbGzJkz0bt37zpl1qkNIyMjODo6Ijw8vOqFoc7o6uriwIED+Oabb3D+/HlMmjQJQGVGCn9//0bZpaXukMS7776LGTNmYPr06QCAbdu2AQAGDhyoQcualgkTJgAAIiMjoa+vj4iICPGa7dq1q7ifr6+v+LlTp064ceMGgMp7VkdHB3Z2drh58yauX7+Ojz/+GAsXLsTFixfx6quvoqSkBNOmTYO5uTm6du360AxUWh7NTz/9BEEQxLbyQQ4fPowFCxYgPT0dERERCAoKwvfffw+VSqW23xdffAE9PT14enqK13cVFRUViI2NhZOTU53am5s3b+KZZ56BXC6Hj48Prly5gmPHjiE/Px+//vorDAwMUFRUBC8vL2RkZNS7TdRSM2lpaWJ2KC3/RdMebEss+O9bvCAI3LFjh/gmaGBgoPZWWNvbelFREd3c3KhSqbhx40a1HqrJkyc3aIjtwIEDdHBwEL/n5OTQwcGBS5cuVXsLrZLiqWleoFKpZL9+/di3b1+qVCqamppy3rx5jzx2REQETUxM+J///Id+fn5ib8eCBQuor6+vpkc2Y8YMjhkzRq13rkr3EagUN+7Tp88j33YFQWBGRgY9PT0ZHBzc5MMsgiDQ19f3kfNTsrOzxaHyjIwMtWjJtLQ0Pvnkk+L3ffv2NamNWmpnz549NDY2ZnR0NMnKa7vqf2gt8iRNNQdyxYoV4ggBoJ573tbWlhMmTOD8+fPZtWtX8Teo0qOtGkWp0hz866+/qKury/nz54u6sleuXOELL7zAdevWEajMl62l4bz00kscP358tfUKhULtP3pwqRqKzsjI4LRp0yiRSHjp0qVqdQiCwJCQkHpNwenUqRMHDRokfj906BA7d+7MLl268NixY+L6e/fu0dvbm35+fq3mHmqrFBQU0N3dvdEjUmhnPZAaN6BFTvJvw0Dp6emcP38+jY2NCUDUYHsYV65cYUZGhjjMu3HjRi5btowAHjrpvTY2b96sllVm/vz5dHJyqnajjxgxgqNGjapWPikpSUxV9vjjj/P8+fNi4/Wo6OUNGzYQAI2MjCiRSLhgwQIx8q9KZqTquA82ir///jsBiOLHQKXMyp49ex56vPz8fPr7+9PLy+uRKRUbQ1FR0UOHso8cOSIO/Rw4cIChoaEEwE6dOnHUqFGifMqDS0pKSrPZq6WSKt1TCwsLvvvuu5TL5eK6nj17ato8kaZyIKsSCQDgjBkz2KlTJ3FobMaMGXziiSdEKa99+/apzUe+desWAXXd2ap5kc8995zacaqCNuoS1auldgIDAymRSHju3DlxXUlJCV1cXGhqaspevXpx0aJFfOmll9itWzcCYGFhIWUymehg1ib8fuvWLV6+fLleotRVHR8PkpeXV2O7JwgCU1NTxWxaDQ2Y7OhERkYyJiam0fVoHcg2uPz9ZiMrnRo9PT1KpdJq22ri1q1bDAwMpCAI/Pe//81OnToReHS2gtqYO3cu33zzTZaWljIpKYm6urr08PCott/48eO5fv168btMJuNzzz0nPoCMjY3p4+PDNWvWEKhZMPzvpKen8+TJkzx//jwzMjLUtsnlcn766af84osvuGbNGv7yyy+0t7dn7969KQgCDxw4QDMzM65atYqLFi3iE088UWujVF5ezvDwcLq5uTE5OblF5mOlpqbSy8uLSqWScrmc8fHxVCqVFASB9vb23LBhA3fs2EETExPm5uZyw4YNfPXVVzlw4EBOnDiRqamplMlk4tzT1tQD1l556qmnCIBdu3alsbExN2/eLCoFPPjQ1jRN5UCSFKVcqpxICwsLMbjtt99+o6OjI7t168acnBy1cps2bVLrkaxizZo1YjYslUpFhUIhviBpU901nm3btlFXV5cbN25kbm4uPTw8aux5XLRokfhZX1+fS5YsqVWrtri4uEFzt9etWydmKasrcrmcUVFRlEqlYpuopW6oVCpKpdJ6ZYGrDa0D2QaXmhxIkly8eDFnzJhR47a/o1Ao6OrqKjpLpaWl1Rr3+jBr1ixOnTpVLeL37w+FxMRESiQSbtu2jdu3b2dhYSFtbW1pYmJCAOzSpQsdHBzE8g9OyG9Kakq99TBUKhUTExMplUp548aNJskVW1cEQWBwcDD9/f3FIUJHR0f+9NNP4m8sl8tpbGysNtyzbds2Av/TslSpVPT09OT58+e1gTTNTNUUimPHjnHu3LkEwMDAQIaEhPD+/fs8evRoq4jEbkoHkqzMaAFUpgt95ZVXOGPGDK5evZqDBg2itbW1+HKnUql45coVCoJAqVRKfX39avfj+++/zylTprCgoIAmJiZ0cHCgu7u7mFFFS+M5c+YM+/btSwMDAxobG3PevHlq06CqliVLltDY2JjHjx+vte1QqVT09fVtUDrWw4cPN7hnvqioiIGBgaJ+rrZtezQZGRm8cuVKk9SldSDb4FKbA7lnzx7279+/xm01ce3atWoZXRqKv78/e/TowXnz5tHT05ORkZHV9qnqmalann76afbr14/jxo0T102cOJEXL15kQEBAk9jVWLKzs3np0iUGBARopOfjzp073LJlC3/44Qc+9dRTjIqK4syZMzl06FBaWFiIDebWrVtpamrK9PR0sayTkxM/++yzFre5o1NcXMzIyEi1a339+vUsKioS5WmuX7+uaTOb3IEkSV9fX/HcoqKixPP38fFhcXExvby8RAf74MGDLC0tpaGhIS9cuKBWz/Lly+no6Kg27aRz584NltfSUjMVFRV0c3PjmTNnWFJSQn9/f546dYpyuZw3b96kh4dHNdm0moiJiWFAQECDHLiqqQmNGRmpaqevXr2q7aF+BIGBgdU6dxqK1oFsg0tNDmR4eDhtbW35wQcfVNtWG/fv3+elS5da7K2tKstLlaajubk5IyIi+P3333P+/Pk8depUqxmKKCws1Pib7V9//UUTExPa2dlx2LBhPHr0KMvLy0VtPR0dHVHTU6VScciQIfzwww+ZkZHBdevW8bnnnqOFhUWTZhzSUjc8PDyop6fHM2fOEKiUkdq3b5/oCNXlodzcNIcD+SC5ubmUSCR8/fXXWVBQwJEjR6o51VWp6iZPnsxNmzaplf34448JgNOmTePFixfFMlrnoPVx7949urm5NXg+YlV71tjsWA+OFEVERLToSFFbobS0lK6urk0miaR1INvg8ncH8syZM9TT0+OiRYvqFQ1clYO2MUPXdSEhIYG9e/fm0KFDGRcXR5VKxS+++KJG/TBNI5fLGRkZSalUyoSEBI3qzo0dO5arV6+mQqHg5s2b+csvvzAoKIhKpZJWVlYcPHiwWlqy9957j7Nnz+b7779fbR6TlpbF19dXzNl+6dIlFhcX89atW3znnXcaNMzXHDS3A0mSK1euZJcuXdSEwVeuXCkG0giCwLlz5/If//iHWjmFQkFvb2/xQbdz505+9913zW6vlvohl8vp6enZ4PSrx48fp6GhIZ988skma2sfnKuelJSk1Q59gLi4uCYd/dA6kG1wAcDFixezX79+YqPcUHHilJQUBgYGNqhsFdnZ2fzwww95+/ZtfvbZZ5w2bZqaoHeV2DBQmTWnNSIIAlNSUujm5sbr16+3iui+BQsWcNmyZeJ3lUpFb29vJicnc/r06Zw0aZJajvGNGzfy8ccfZ0xMjJoD+X//93+aML9DI5fL+fjjj7Nfv34sKCholXOzWsKBLCsr444dO/j8888TgJjStIoqGZ+TJ082uy1amh6ZTMbw8PAGlfXy8qKRkRG/+OKLZrk/qtQyLl++3KxqGW0FpVJJNze3Ju3Fb28OZIcREj99+jRSUlLE77NmzWpQPba2tsjPz0dhYWGDbXnxxRfx+eefY86cOdi8eTN8fHyQnJwsbh83bhx0dXUBVBc/bw3cu3cPPj4+uH37NsaPH48RI0bAyMhIozYJgoDZs2fjxIkTiIyMBADo6Ohg9OjRiI2NRVZWFqytrdWEevPz82FhYYFevXph5cqV4voqMXEtLYe+vj5OnTqF27dvw9zcHMOHD0dpaammzWpxjIyM4ODggJ9//hkAMG/ePLXtt2/fhpmZGZ599llNmKelEaSnpyM/Px9DhgxpUPmlS5dixYoVeP/995slwYG5uTkmTpwoJmUIDg5GSUlJkx+nrZCeng4LCwt07txZ06a0WjqMA/l3Ro8e3aByurq66NevH5KSkhpUXhAE+Pn5Ye/evYiPjwcADBo0SM1pGThwIAICAnDkyBG89957DTpOc1BaWorQ0FBcu3YN9vb2mDRpEiwsLDRtFgDg66+/xoYNGwBUZo6owszMDCUlJVi7di06deqEXr16idtKSkqgq6sLFxcX+Pj44KeffgJJbN26tcXt7yhUVFTg7NmzuH//PgAgLy8Pd+7cAUlYWFjAx8cHBw4cQFRUlHh/dDSSkpKgr6+P06dPV3t4WVpaoqioCAqFQkPWaWkIJSUliIqKgrOzM/T09BpUPicnB0uXLm3W7FgSiQQ9e/bEjBkz0KVLF/j5+SEmJqbDXW8kkZSU1K6yYDUHHcaBrEqLVoWxsXGD6+rXrx+ysrJQXl5e77Lh4eEoLCzEggULYG1tjUmTJuH06dPQ0VH/K8aOHYtVq1bBzMyswXY2FUqlErGxsfD19UXnzp0xc+ZM2NjYtKo0fzExMTA1NQXwv3RxVchkMsjlcjg4OKB///7ieisrK5w4cQLR0dEICwvD888/36I2d0Tmzp2Lp59+GitWrMC+fftgZWUFa2trDBkyBFFRUZg4cSKsra1hbGwMe3t7TZurERYvXgxdXV3RyX6QqnaroqKipc3S0kAUCgWCg4Ph4OAAc3PzR+7/3XffYePGjWrrzp49i86dO2PcuHHNZaYaurq6sLe3x7Rp01BeXg4vLy+kpaVVTQlr92RnZ0NPT08tvaiW6nRIB/K7774TnY2GYGBggF69eqkNO9eVwMBAAMCIESOQnZ2NgwcPNnhIo7khifT0dFy+fFnMr+vg4CAOr7cmzM3NYWFhAT8/PyxatEhtm5mZGf7880/0798fWVlZYp7ahQsXAqjMz92lS5cWt7kjcvfuXZibm8PNzQ3bt2/H+++/j/DwcAwYMAALFixAVFQUDh06hKeeegqdOnXStLkaoXfv3vjqq6/w+uuvY82aNUhMTBS3VQ0pah3ItgFJXL9+HZaWlujXr98j9w8LC8PatWuxa9cutfUWFhaQy+UwNDRsLlNrxNjYGKNGjcLYsWORmpoKPz8/5ObmtqgNmiAxMREDBw5sVZ0krRJNT8JsiQX/FZPevHkz169fT319fT777LNMS0tjQ6nKIlBfgePy8nKeOXOGP//8M3Nzcxt8/OYmNzeXvr6+9Pb25r179zRtziPJz8/nc889R4lEwjVr1qhNfP7uu+9oZGTE1NRUHjlyhPv372dJSQnLy8vFjEIP6kFqaT6uXLkiStI8mAK0qKiI//d//0cdHR1KJBKGhYVp0MqaaYkgmgf5448/OHHiRJqamvLatWskK9sPU1NT/vLLLy1qi5aGERsbSz8/vzrLrVVJN02dOlVtfU5OTrV0ii2NIAhMS0uju7s7ZTJZuxWov3//Pj09PZslGh3tLIhG4wa0yEn+TcZHJpNxxIgRNDMza5QAd0hISKuRGGkqysrKGBYWRjc3N6amprbKaNiH4efnx969e9PMzIzr1q3j/v37qaenJzqVq1ev5tGjR7lq1SqSlTpfUVFRGra64xAfH08A1e6b/Px8AmCPHj1qzRusaVragSQrlQSWLVvGnj17itG7xsbGPHv2bIvboqV+ZGRk0MPDo14KFZ07dxbVIM6cOaO2bdWqVWKWJk2iUCgYHR1NV1dXxsXFtRot4qYiODi40RqbtdHeHMgOM4T9IKNHj0ZYWBiWLFmCOXPmYM6cORg3bhxefvll5OTkPLJ8cXExsrOzMXDgQCQlJUEQBHGbUqnEsWPH1CK+2wIqlQoJCQnw9vaGoaEhZs6ciT59+rS5LvzJkycjPj4e+/fvR0xMDLZs2YK5c+di2bJl6N+/P44cOQKpVApnZ2f4+fnB2Ni41U4haI/cvXtX/Fw1lQAATp06BQAYPHgw1q9f3+J2tVZ0dHRw5MgRTJw4EWPGjMHWrVvh7OyMP//8U9OmaXkIhYWFiIiIwJgxY+qlUFFeXg43Nzds2bIFK1aswPTp03H16lXcunVLDA6MiopqLrPrhJ6eHgYPHoypU6eioKAAly9fRkZGRlVnTZumuLgY9+/fR+/evTVtSttA0x5sSyyoJZWhQqHgoUOH+M477/Czzz6jrq5uNd3F4uJiUaG/sLCQa9eupY6ODgFw9uzZPHLkCNetW0cnJycOGDCAw4cPJwBOnz69xmO2NgRBYGZmJj09PRkUFNQkCeNbG0lJSeJQdVUe8bVr13LTpk1NlmFAS93IysoSe1k++OADsYd79uzZBMAdO3Zo2MLa0UQPZBWCIPDkyZM0MTGhvr4+Z86cqTFbtDyciooKenp61nuKlEKhIAD6+flRoVDwl19+oZOTE42MjPjGG2+wb9++Gk/WUBM5OTn08vLilStXmJ+fr2lzGkV4eDhjYmKarX60sx5IjRvQIidZiwP5IMePH1cTkzYzM+O+ffuor6+vth4A//rrL/Hz66+/ziNHjnDHjh3csWOHuH7p0qWPPKamKSgoEIVjWIMEjQAAIABJREFUqzJdtHaKi4t548YN7t69m7Nnz+Yrr7zC1NTUh5bZtGmTmMoQAA0MDGhnZ8czZ840a2OhpWYKCgq4a9cuMW0fSerq6hIAZTKZhq2rHU06kFWEhoby3Xff1V63rRSVSkV/f/8GTYupmsbx4Pzfl156SXzx/fzzz5vS1Cbl74klWkPq0fpSXl5OV1fXZk2KoXUg2+DyMAcyJyeH9vb2ouO3YsUK9u/fX81hnDBhgtp3knzttde4YcMGCoLAb775hsOHD+fbb78t7tMagwCqqKioYHh4OKVSaZtKXSUIAi0sLAiAvXv35vr16zlmzBhaWVnVmDlBoVDwp59+4ty5cymRSPjMM8/Q09OTH3zwASMiIlhWVkYPDw9mZGRo4Gy07Nq1i71796ZSqRTvm9Z8LbYGB1JL6+bGjRu8evVqg+aOl5SUEAC3bt3KmzdvkiSdnJwIgMuXL693wKYmkMvlvHHjRqtIbVtfYmJimjRtYU1oHcg2uDzMgZTJZGKvlJubm7g+PT1ddB7Jyp4vAFy4cGG1Oo4fP86PPvqIALh+/XomJCTUejxNolKpmJiYSKlUyoiICHFovrVTWlrKkJAQtZzV0dHRJCvfGq2srPjDDz+olZHJZOKw9RNPPFFrsFReXh6lUinz8vKa/Ty0qOPi4sLly5czMzOTADhy5EhNm/RQtA6kloeRmprKixcvNqpdfbCjIiAggH/88QdfeeWVNtNWV1FYWMiAgABevHiR2dnZmjbnkSgUCkql0mafwtXeHMj6S+K3M0aPHl3lZKrRq1cv3LlzR9Q8NDExgVQqhYuLS7V9586dC6lUinXr1mH//v3NbnNDuHv3LiIjI2FsbIxJkya1+vRMZWVlOHLkCD799FNkZWUBqPyvzMzMUFRUhAsXLmDw4MEwNDSEqamp+B8WFhbis88+w65du8R1ERERtQrwWlhYwMnJCUFBQXBxcWmUPqiW+pGamoo1a9aI2oZvv/22hi3SoqVhZGVlITY2FpMmTYKBgUGD6lAqlbC2tkZFRQXy8vKQkpKC5cuX46mnnmpia5sfMzMzTJgwAdnZ2YiMjERycjKGDh3aKhJj1ERaWhosLS217X896ZBR2HXFyspKTYl+7ty5ajdASUkJDAwM0L17d/j7+2Px4sWaMPOhFBcXIzg4GDdu3MDgwYMxYcKEVu083rt3DwcOHECnTp2wfv16rF+/HgEBAcjMzIRMJhMF4YODg0UHUUdHB+np6YiNjYW5uTm+/PJLnDlzRoxUvXXr1kOFl3v27IlBgwYhMDAQZWVlzX6OWirp06cPUlJSMHDgQGRnZ2szAWlpk9y7dw/h4eEYP3682vPh7t27OH78OF555RUMGzYMpqamWLBgATIzM2usJzQ0FNnZ2XBwcACAdpFGz9raGjNmzBCfkZGRka0uLaIgCEhKSoKdnZ2mTWlzaB3IRqCvry/eDB9//DGKi4tbjQOiUCgQHR2NK1euwNLSEtOnT8djjz3WamV5ysvL8fXXX8PR0RHr1q0DUHljf/jhh5g4cSISEhIAAPPnzwdQmdrrn//8J+Li4jBz5kxs374dS5YsEeuztrbGk08+CZlMhpMnTz5SSqNPnz7o27cvAgMDIZfLm+kstTxIRUWFeD326NFDw9Zo0VJ/8vPzERoaCmdnZ1hYWIjro6KiYGdnh9deew137tzBypUr8corr8DV1RWrVq2qsS6ZTAYHBwf4+/ujoKAAY8eObaGzaF50dHQwcOBAzJgxAyqVCpcvX0ZqamqNI3+aICsrC0ZGRrC0tNS0KW2ODj+E3RAqKipQXFyMP/74AwYGBvjxxx/x2GOPITc3FwkJCRg+fLjGbCOJtLQ0xMbGokePHpg+fXq9dMg0gSAImDx5MpKTk7Fx40asWLECJ06cwJ49e5CRkQEAmDp1Kj788ENs374dFhYWePrppyGVSnH06FEAwP79+xEWFoaRI0fCwcEBo0ePBlA57F31+VHY2dlBLpcjKCgIEydOhJ6e9vZoLgoLCxEWFoavvvpK06Zo0dIgioqKEBQUhBEjRqB79+5q2w4ePIhhw4bBz88POjqV/TSRkZHYvXs35syZU2N92dnZ6NGjB3R1dVv1KFFDMTQ0xIgRI1BQUIDIyEikpKRg2LBh6Natm8ZsIon4+Hg4OjpqzIY2jaYnYbbEgjrI+NSHV155RZzo/KBuXXl5OaVSKYuLi5v0eHXl3r179Pb2pp+fX6tOk/h3Tp8+TUNDw1rTCQYHB4u/t1Kp5LZt22hhYUFbW1tx/fnz55vEFkEQeO3aNV69erXdZVhoaYqLi9VSSpaXl9PNzY3FxcW8ePEidXV125TuqDaIRksVpaWl9PDwqFVC7IUXXuDzzz9fbf2UKVO4fv36ausVCoWYbrcjIAgCb9++TQ8PDwYHB2vsmZmWlkZfX98Wy7gGbRBNx+TcuXNIT0/HsmXL8N133wEANm/ejDfeeEPcx9DQEP3790dsbCycnZ1bzLbS0lLExMQgNzcXgwcPho2NTasdqq6JkJAQjBo1Cr169apx+9ixY2FtbY3s7Gx4e3tj06ZNqKiogI6ODpYsWQJ7e/sm62WVSCRwcnKCTCbDtWvX4Ozs3KZ+y9bEkiVLIJVKkZCQgFOnTuHkyZOIiorCwoULMXDgQIwdOxbh4eHo1KkTLC0t0bdvX02brEXLI6moqEBAQAD69++PPn361LiPg4MDjhw5AqVSqTaSMWbMGFy7dq3a/mFhYYiLixOn77R3JBIJbGxsYG1tjcTERPj5+aFv376ws7NrsZEfQRAQFxeHkSNHatv4hqJpD7YlFjRBD+S8efMIgN7e3qIgdU1vLQqFgm5ubi0iC6NQKBgbG0upVMrY2Ng2m1XFw8ODAHjt2rVa93njjTcIgI899hi9vLya3SalUkl/f39ev369zeUDby188sknarIk06dP57Fjx0TZrLFjx4rbxo8fr2lzH4m2B1KLXC6nj4+PKCNWG5mZmezatStXrlypNpIxZcoUvvfee9X2DwoKIgCWlJQ0uc1tgdLSUspkMrq7uzMtLa1F2tykpKRa5d2aC7SzHkhtEE0d+frrrwEA06dPh6GhITZu3FjjW4uenh7s7e0RGxvbbLaQxO3bt+Hl5YXi4mJMnToVjo6ObWbOXkpKCj744ANMmzYN9vb24m+7ZMmSWgNY3nvvPXTp0gVZWVmYMWMGDh482Kw26urqYuzYsSgoKGjW/7I989Zbb6FXr17ifWJpaYl79+7B2dkZixcvxrVr13Dw4EE4OTmJkadatLRWVCoVQkJCYG5ujkGDBj1038ceewzu7u44f/48Fi5ciNjYWKSkpMDf318MBKwJQRCa2uw2gbGxMUaPHo0xY8YgOTkZV65cQV5eXrMdT6FQID4+HoMHD262Y3QEtA5kHenfvz8OHDgAAFi8eDE+//zzWvft27cviouLkZOT0+R25Ofnw9/fH4mJiRg9ejScnZ3RqVOnJj9Oc3Ho0CE4OTnBw8MD48aNw+uvv46ePXvCwsICiYmJeO+992os16tXL/z888/idy8vr2a3VV9fH+PHj0d2djZiYmKqerO11BFTU1Okp6cjMDAQAPD777/jnXfegZubG5544gno6urimWeeQdeuXSGVSlFQUKBhi7VoqRmlUong4GAYGBjAycmpTkOezs7OCAwMRFFREQYPHgxHR0dMnDgRkydPrrZvVX1VATcdFUtLS0yZMgV9+/ZFSEgIrl271izKJklJSejevTvMzc2bvO4Ohaa7QFtiQRMMYR86dEgcbgsMDHzk/unp6fTx8WmyrviysjJeu3aNbm5uTE1NbZPDqgcPHiQAfvXVV9VSXN27d4+mpqacNWtWreVv3rxJAJw3b16LpsgqLy+nt7c3b9y40SZ/d00QFRXF8vJy5uTk0NLSkgD4zjvvEAATEhKYnp5OS0tLGhgYsHPnzuL61ox2CLtjIpfLeeXKFcpksga3OzKZTAwgq4kbN24QQI0pWTsqcrmc0dHRdHV15c2bN5ssqLEq57UmAnegHcJu/3z77bd4/PHH8f3334tDqtnZ2QAqh1/Hjx//yDpsbGxAUsyi0lBUKhUSEhLg7e0NfX19zJw5E3369GmTk37PnDkDoFL1PykpCfn5+eK2rl27Ij8/H25ubrWWt7KyAlA5TaAl39QNDQ0xadIk5OXlISIiQtsT+QhKSkowdOhQ7NixA7/++ityc3MxZMgQvPTSSwAqf89evXohKysLp0+fhouLC1avXo1+/fpp2HItWtSRy+UICAiAmZkZRo0a1eB2Z/To0ZgzZw5MTExq3J6RkQEDAwO1xBUdHX19fQwePBhTp05FXl4evLy8kJmZ2ej2Nz4+Hr169ar1v9BSd7QOZA14eHjg4sWLeOWVV2BqaoqjR48iIiICPXv2rKb3VRsSiQSDBw9GTExMg+a1VDmf3t7euH//PiZPnoyhQ4dCX1+/3nW1BoqLi3H58mUAwL59+2Bvb48uXbpAIpFAIpFg/PjxmDhxIvbu3Qtvb2/cunWrWh0WFhYIDw/HoUOHWtp86OvrY+LEiSgpKUFYWFiHnav0KOLj48WMTJ07d8Zrr72Gy5cvIyIiQhyKqkr1ZmBggCeeeAKurq44fPiwmDZUi5bWQHl5Oa5evYquXbti+PDhzfrSnpaWBltb2w4/hF0TJiYmGDduHEaMGIG4uDgEBAQ0eLpLSUkJ0tPTtXOumwhJR+hNkUgkrO95hoaGipkAunbtCh0dHXh6emLEiBF1roMkAgICYGNjUy+JksLCQkRFRaGsrAzDhg0Te97aKlevXsXWrVvh7e2NM2fOoHv37vDw8IC3t7c4P64mqiagtyZUKhVCQ0MhkUjg7OzcoZyeXbt2QSKR4N133611n1WrVuHYsWMAKh/AhoaG4raioiL06NEDJ06cwJNPPtns9jY1586da1N2K5VKnDx5Es7Ozlqh5HpSVlYmtt0ODg7N6jxWVFRgzZo1uHPnDi5evNhsx2kPCIKAW7du4ebNm3jsscfg6Oio1sY8irCwMJiYmGjsfpBIJCDZ9oYPa0PTY+gtsaCOcyD79u1LANy9ezeVSiV37txJfX19fvXVV6yoqKhTHX8nNzeX7u7udZLYqaioYEREBKVSKRMTE1t0nl9z8csvv1BfX5+LFy9mQEBAjXMI8/LymJiYyLy8PJ4+fZrbtm3jhg0bmJWVpQGLH41KpWJISAivXr3aZqWTHsbdu3cplUqrra+Sr6rtuoyOjhbnM65cuVL8r4ODg3n79m3m5+fT0NCQFy5caFb7m4u2Ngfy5MmTBMD+/ftr2pQ2RXFxMT09PVtsTu6GDRsIgAsWLNDOsa4jFRUVvHHjRr2elfn5+XRzc6NcLm8BC2sG7WwOpMYNaJGTrKMDuXHjRjFQxsrKinPnziUA2tnZ1al8bYSEhPDmzZu1blepVExKSqJUKmV4eDjLy8sbdbzWhK2tLRcuXKhpM5oclUrFsLAwXrlyRaMNUnOwfft2AmBERITa+tdff50AKJPJuHXrVkZGRqpt//e//83u3bvTw8ODBgYGXLx4MTdt2iTeUxMnTqSNjU2bvb7bmgMZFxdHALS0tNS0KW2GwsJCuru7Mzk5ucWOGRMTw5EjRxIAg4KCWuy47YGCggJevXqVly5dYnZ29kP3DQgIYGJiYgtZVjPtzYHUTrh4gJ07dyIrKwsWFha4e/cu7OzscPDgQXh4eDSq3kGDBiEpKalGjcOcnBz4+PggKysLkyZNgpOTU7265Fs7H3zwAf766y/4+/tr2pQmRUdHByNHjoSZmRkCAgJq1a9sSxQVFeE///kP+vfvDwBwcnISg8fu3r1b9TIGZ2dnbN++HefPn1cr/49//AMksWrVKsyePRsKhQJXr17F22+/jYMHD6Jv3744ffp0u7q+WzMODg7Iz89HZGSkpk1pExQUFODq1asYNGhQiwZ0DRo0CBYWFnjyySdbNINZe6Bz586YMGEChgwZgsjISAQFBaG4uLjafvfu3UNxcbE221UT0zaUp1sQa2tr/PXXX5g8eTJeeOEFjBo1qtF1mpqaomfPnkhISMCQIUMAVE7mjYqKQmFhIYYMGYLHHnusTUZWP4qRI0cCQLuMsJVIJBg+fDhiYmLg5+eH8ePHw9TUVNNmNRg3Nze8/vrrausWLlyIYcOG4ciRI+K6vXv34tixYygvL1fbt1+/fkhKSsKhQ4fwySefYNGiRTh79qx4Xa9du7b5T0KLGubm5lqtuzqQnZ2N69evw8nJCT179mxUXUqlEpcuXUJUVBRmzJjxyFR5iYmJ8Pb2hkwm61BzqpsKiUQCa2trdO/eXRQht7W1hYODA/T19UESMTExcHR01P6+TYw2iOZvkMS0adMAVIpVN9UFV1ZWBm9vb7i4uCA9PR1paWkYMGAABgwY0G4v6sDAQCxatAh37twBUCllQRKzZs3CJ5980q56om7duoXY2FiMHj26zpH6rY2cnBxs2bIFrq6uyMjIqLbdxcUFoaGhGDp0KPT09GBpaQmpVFpjXaGhoZg6dSq2bduGjRs3NrfpLUJbC6LR8mhIIjk5GQkJCRg7diwsLS0bVZ9MJsPKlSuRkJCA/v37Iz4+Hj169ICLiwvGjx8PZ2dnTJ06Vc2h3L17N9555x3k5OSgW7dujT2lDk95eTliY2Nx584dODo6wsDAADdv3sS0adM03knT3oJoOrwDWVpaCj09PVFapKysDCYmJjhy5AheeOGFJrOBJIKDg5GTkwMbGxsMGjQIxsbGTVZ/a0MQBDg4OMDCwgIymazGfdLT09GrV68Wtqz5uHfvHmQyGRwdHdvFUElJSQmio6NRVFSEoUOHokePHsjIyMAzzzyD6OhoFBcXIz4+HgMHDqxWtry8HAMGDMCKFSuwY8cODVjf9GgdyPaFIAi4ceMG8vLyMG7cuEZn9JLJZJg8eTKeeuop7Nu3D1ZWVkhPT8elS5dw5coVhIaGIjY2FitWrMDhw4dFZyYlJQULFy6Erq4uQkNDxWeRlsaRn5+PGzduoKCgAI6OjrCzs9O0Se3OgezwcyBtbW0xZcoUcTiutLQUgwYNQmJiYpMdIzc3F35+fqioqICenh769OnTrp1HAEhOTkZiYiI+/fRTkIRCoUBBQQHKysrw5ZdfAkCtaQvbKt26dYOLiwuSkpIQGRnZ5rUiTUxMMHr0aACVUkzl5eWwsbHBpk2bUFFRAVtbW7z44osoKysTh4mCgoKgVCqxf/9+KBQKfPDBBxo+Cy1aqiOXyxEYGIiKigq4uLg02nnMzs7GokWL8Mwzz+DXX38VpddsbW2xevVqHD58GJGRkdiwYQMuXLgAlUollu3Xrx+8vLyQlpaGvXv3NsoOLf/DwsIC1tbWMDU1RXJyMkJDQ1FaWqpps9oXmo7iaYkFD4nCxn8jRJ2dnbl9+3bq6uoSAN3c3GotU1dKS0spk8no7u7OtLQ0CoLAjIwMXr58uV1I9NRGRkYG+/Tpw8cff7zWiFs/P7+HRqa3ZSoqKnj16lUGBAS0uQjtlStXivfE35dPP/2UJCkIAu3s7Dh16lTa2tpyxIgRHDhwoLhft27dqKenxz179mj4bJqWthaFraVmCgsLefHiRUZFRTVKNkcQBMbGxvLYsWMcNWoUnZ2dWVpaWuv+AQEB1NHR4c8//1zj9qNHj1JXV5d//PFHg23S8j+Ki4splUpZXFxMhULBuLg4SqVSxsbGakx+De0sClvjBrTISf5Xu64mpy0mJkZ88Onq6vKjjz5iTExMtf3qg1KpZFxcHF1dXRkTE6N2sQqCwMDAwHbrPOXl5XH48OGcMGECS0pKNG2OxlCpVAwPD+fly5c1knO1oSxdurRWB/LEiRPifufOnSMAXr9+nUuWLOEnn3zCpKQk3rt3j4cOHeJnn33WZuV6akPrQLZ97ty5Qzc3N6ampja6rnXr1qndHzt37mR4eHiN+6pUKo4ePZrLly9/aJ2ffPIJjYyMNC4309YRBIEBAQHVnrMlJSUMDQ2lh4cH09PTW1x3U+tAtsGlqocRAO/duyf+mX5+fmo9Lo3VSxMEgbdv36aHhwdDQkJqdRxKSkrEN6P2REZGBseOHctBgwap/c5k5W9TVFSkIcs0R1JSEt3c3Kr9Hq0VQRCYnp5OuVzOsrIyJiQkiPfHgw+1/Px8du7cmf/5z380aG3LonUg2zbJycl0c3NjTk5Ok9R35MgR2tra0s7Ojn379mXPnj2po6PDvXv3Vtv3zz//pJGREdPT0x9ap0qlorm5OX/66acmsbGjcvv27YeO9N27d4/e3t708/Njbm5ui9nV3hzIDjMHsiqQIz4+Xlz3448/4vjx45g+fToAYPLkyQ2uPz8/H1evXkV8fDxGjRqFMWPG1JqsvVOnThg4cCBu3LhR5eC2eXx9fTFixAhIJBJ4eXmha9eu4jaS6N+/vyhh1JHo378/Ro0ahZCQECQnJ7f6/1sikaBXr17Q19eHkZGR2lzgKn1IoFIe5l//+hfeeOONh6aj1KJF06hUKoSHhyM5ORmTJ09uskjnVatWIS0tDfHx8UhJSUFGRgaOHj2Kt99+W5znXUVFRQU6der0yKBBT09PFBcXY8qUKU1iY0dEoVAgKioKTk5OteYW79q1K6ZOnYrevXsjODgY165dqyZLpuXRdBgHsooJEyaIn0eMGAFTU1NIpVL89ddf+P333+tdX0VFBcLDwxEUFIRevXph2rRpdWqgBgwYgLKyMmRmZtb7mK0NLy8vzJo1C0uWLIGfnx/09PTwzTff4IcffoAgCNixYwdSU1MxY8YMTZuqEaysrDB58mSkpaUhNDS0TYiOR0VF4Y033sAzzzwDALCxsakmgfHWW2/BzMys1ih7LVo0TWFhIXx9faFUKjFlypRaX+qbihUrVuDEiRP44IMP4OvrK67v3bs3cnNzaxS5fpBdu3Zh2bJl6N27d7Pa2Z6JjY2FlZWVWidGTUgkEvTp0wczZ86EoaEhvL29kZCQoBbgpOXhdDgh8dLSUrWIuy5dusDQ0BALFiyoVz2CIIj6Yba2tpg5cyb09fXrXF5HRwdOTk6QyWSwsrKqV9nWhCAIWL58Obp16wa5XI7u3bujsLBQ3G5mZoYPP/wQQGWPb0fF1NQUkydPRkxMDHx8fODs7Nxozbnm5LvvvsM333wDAHj22WchlUqr3Tt+fn4oKCjA008/rSkztWipEZJIS0tDTEwMBg8ejN69e7eYBuCSJUvg4eGBV199FeHh4TAwMECfPn0AAElJSRg+fLjYs/+gtMyvv/4KLy8vhIeHt4id7ZG8vDxkZmbWq7NCX18fQ4YMQZ8+fRAdHY3U1FQMHToU1tbWGteNbO10uB7I8+fPgyTi4+Nx9OhRLFmypF4XCUlkZ2fDy8sL9+7dg4uLC4YOHdogB7Br167o0aMHYmNj6122taBQKHDnzh1kZ2fj0KFDas4jACxduhQA4OPjU+twQkdBV1cXw4YNw7BhwxASEoL4+PhWO6S9efNmnD9/Hj169ICxsTH09fVx9OhRtX2OHj2KWbNmNTpzhxYtTYlCoUBYWBiSkpIwadIk9OnTp8UdgZ07d+Lu3bv46quvAFRmOHNycsKcOXNgY2MDe3t72Nvb4/HHH8evv/6K7du347nnnsOzzz4LJyenFrW1vSAIAiIiIjB48OAGaWmamppi3LhxcHJyQmxsLAIDA6s9z7So02GExAFg0qRJUKlUMDc3h4eHB+zt7eHq6lqjEHJNFBUVISoqCqWlpaKwcmORy+Xw8vLCuHHj0KVLl0bX19IolUpYWlrC0dERS5YswYIFC2BoaKg2Xw4AoqOjMXjwYA1Z2fooKytDWFgYdHR0MGrUKBgZGWnapBo5ffo0nn/+eaxduxbff/89fH19MXbsWCQlJcHBwQHnz5/HvHnzNG1mi6AVEm/95OXlISwsDN27d8fQoUM1muXr22+/xfvvv4/k5GR07doVOTk5+Omnn2BhYQEXFxcUFhZi//79OHfuHBQKBQ4dOoTly5dre70aSFJSErKzszFx4sRG/4aCICA1NRU3b96EjY2NmNGmsbQ3IfEO40D+9ttvGDlyJKZNm4YBAwZg3759GD58eJ16xeRyOW7evInbt2/D3t4e/fr1a9LetPT0dCQlJWHKlCltrpdu+fLlOHHiBIBKZ+Ppp5+GRCJBWloazMzM0K9fPxQUFODAgQN47bXXNGxt60IQBNy8eRO3bt3CqFGjRPHhliAsLAx3797F3LlzH7qfIAgYMWIEZs6ciZycHMhkMpw6dQr/+Mc/0L17dwQGBnaYB57WgWy9kJUpCePj4zF8+HDY2Nho2iQoFAo4Ojri6aefrhZU8yBKpRIk2+w0ptZAWVkZfHx84OLiAjMzsyarVy6XIy4uDhkZGXBwcEDfvn0b9Yxubw6kxsPAW2IBwC1btpCs1GisK4IgiNIP169fbzZdO0EQ6O/v36a0v6Kjozlv3jzq6Ohw0qRJotTL0KFDuWvXLmZlZfHy5cs1SsBoUefu3bt0d3dndHR0iwnM9+rViwC4b98+lpWVPXTfX375hYaGhgwMDKSVlRUBcMSIEczOzm4RW1sLWhmf1kl5eTkDAwPp4+PT6qTRTp06RX19fV65coU///wzv/32W2ZmZmrarHZHcHAwY2Njm63+goIC+vv78/Lly7xz506D60E7k/HRuAEtcpIA8/LyavxDa+Pu3bv08vLilStXmJ+fX6+yDaGwsJBSqfShmQxaC0VFRezXrx+nT5/O4OBgCoLA48ePq4nqvv/++1y/fj0B8MKFC5o2udVTXl7OgIAAent7t8j19uqrr4r/lYWFBYOCgmrdVxAEzpgxgwsXLuSnn35KADxy5Eiz29ja0DqQrY+MjAy6u7szKiqqVWb3EgRBFOe3sLDgY489RmNjY54+fVrTprUbsrKyePHixXp1DjXivgKGAAAgAElEQVQEQRCYmZlJT09PBgUFNUjXWOtAtsEFD0ll+HeKi4sZHBxMT09PZmRktKhSfWxsLIODg1vseA3lhx9+oKWlZbUbqLy8nMOGDSMA/vbbb0xISOCpU6c0ZGXbQxAEpqamUiqVMjo6ukkaRKVSWWPPuSAIPHDgAE1MTERH8mG9N8HBwQTAY8eO0dXVtVU+rJsbrQPZOIqLi9VekB9sW5OSkup1TZWWljI4OJiXLl1q9SL9KpWKoaGhLCoqokql4meffUZdXV1+/fXXLZ4Jpb2hUCjo4eHRqF7B+qJUKhkfH0+pVMqoqKh6pavVOpBtcKmLA6lQKBgdHU1XV1fGxcU1+9tMTSiVSl68eJFZWVktfuz6MHXqVL722ms1blOpVLx582aHdDCairKyMoaEhPDixYuNzprx2muvEQD37t1b439SVlZGIyMj0Tl8GK+++iqdnZ0bZU9bRutANoyoqCiOGDGCRkZG1NXV5VdffcX58+dTX1+fq1ev5rRp0wiAxsbGXLduHQ8cOFBrGygIAlNSUiiVShkTE9Mi7bRSqWzynPY//PADDQ0NeejQoSatt6MRFRVFmUymkWOXlZUxLCxMTI1Zl5eB9uZAdjgdyL9DErdv30ZMTAy6deuG6dOnw9jYWCO26OrqwsnJCdevX0fXrl1b5aRqmUwGX19fUZ7i7+jo6MDe3r6FrWpfGBkZYcyYMcjKykJYWBh69OiBIUOGNOh6GDFiBADgzTffRFBQEH7++We1yNTk5GSUl5fD3t4ef/75J1auXFlrXWZmZsjOzkZaWppW6FhLnTly5AhycnJw8uRJhIWF4Z133gEA7N27F+fOnUNeXh6mT58OmUyGsLAw/P7779i8eTPCw8NF/UQAKC4uRnh4OFQqFSZNmoTOnTs/9LiFhYUICgqCTCZDUVER5HI55HI5JBIJdHR0oKurC11dXZiammL06NEYN24cunXrBqVSiaSkJJiYmMDc3Bxr1qwRAwSnTZuGOXPm4NatWwgODsb8+fMbJLuzZs0apKSk4Msvv8Tq1as1Gi3eVsnPz0daWpqYSa6lMTIywqhRo5CXl4fIyEikpKRg2LBhjxQwb0+0iyhsiUTSGYAFybRatrOm88zNzUVkZCQAYNiwYa1G2DkiIgJKpRKjR4/WtCnVmD9/PvT09HDu3DlNm9IhUCgUiImJQXZ2NoYNG1ZvzcV//etf2LlzJ+RyOfT19eHo6Ii1a9eCJCIiInD69GmMHz8eH374IaZOnQofH58a06iRxOHDh/Hiiy/i7bffrvUFoj2jjcJ+NKdPn0ZoaCi6deuGt99+G1lZWdi4cSPOnz+P3bt3o6ioCO+99x4AICUlBX379hXLKhQK6Ovro6CgABYWFvjuu+/w8ssvQxAEREdHIykpCaWlpejevTsyMzMxduxYDBo0qEY77ty5Azs7OxQVFWH06NGwtLSEoaGh+BKmUqkgCAJUKhXy8vJw/fp1VFRUwM7ODvfu3UNeXl61OqdMmYLU1FSkpaVBT08PPXv2xP3793HmzBnMmTOn3r9VdnY2bGxscOnSJY05QW0VpVIJX19fODg4PDI9ZEvwYEdU165dMWTIkBo7oh4VhS2RSEwAPAmgE4A4AOEkiyW1OTGaRtNdoPVZAEgAPA1gA4DOD6z/FcClh5RT60YuLS2lTCaju7s7b9261ermoSgUCl66dIlpaWmaNkWN9PR0SiQS+vr6atqUDkdOTg4vXrzI4ODgh0ZNf/LJJwTAcePG0dHRkTo6OjQ0NOQbb7zBnj170tDQkCYmJjQ1NaWhoSFHjhwp1rds2TLOmzevxnoXLlxIAJw9e3a9A9LaC9oh7IeTmJioFkj35ptvEgD37NlDABwwYAAdHR3F7T/88EON9bz33nvs06cPCwsLmZeXR29vb547d05UAABAU1NTdunShYWFhWI5pVLJY8eO8fnnn6eNjQ2trKzqPD+yoqKCISEh/PTTT7l69WpevHiR8fHxDA0N5cWLF8V6BEFgfHw88/PzqVKpuGnTJurq6vLtt9+uddqOUqmsdaj9ySef5OOPP14nG7X8j/DwcI0NXT8MhULBmJgYurq6MjY2lgqFQm07HjKEDcAGwAUAvwPwBhAPYBsAk/9unwfgwH/XOdVWT0suGncIH/jcCcDM/y5G/123FcDvD+xjCeAygFwAc/67zgTAcQA//Pe7Tg3HIVl5I9+8eZOurq6Mjo5u8nktTUleXh6lUilLSko0bYrI9u3baW9vr53fqCGUSiWjo6MplUqZmJhY4//w8ccfq0kq6enpcdWqVZTL5SwpKeGPP/7INWvWcP369Vy5ciV1dHREWZHTp0/TzMysWp3x8fFqjkFCQkKzn2trROtA1k56ejr/+OMP8RqZOHEily1bRgB0cXFhly5dePjwYfr5+YlRyfPnz69WT2ZmJnv27Mm9e/cyIiKCbm5uvHXrFiMiIgiAq1at4gsvvEAbGxtKJBJ+++23nDlzJv/973/TxcWFpqamXL58Offt28e7d++2yLmfPXtWdGjXrVtXrUPC3t6eABgeHk7+P3tnHhZV2f7xz2GVRQQEF1CUzYUUEVzAfc00M5cWTa3U+mllpu1mu7aavW+ZZi6VS6nZm2aFOygKisomQRggILiCbLIOMPfvj8FJci9gWM7nus7lzJnnnOd7Rmbme+7nfu5HdJMNIyIiZNeuXXLw4EExMTGRp59+2iB59/WRKzOh6/Lvd2FhoRw9elR27dolGRkZ+r+JWxjIH4Fv/rbPtfLfx4BY4D/AZuAA0OaqdibAImAp4H6jPqp7q23D6A5MA56+cpGAceW//wecqHwT51Tuewj4HRhQ+bwT8EOlYdxUua9tpWN/Q/5mSq/qV86cOSO7d++W8PDwOlcr7EYkJiZKSEhInTFsU6dOlUmTJhlaRqMnLy9PwsLCZM+ePdetFFBeXi733HOPmJmZCSCjRo2S9957T06ePFmlXUpKigASGxsrIiLffvuttGjR4pr+pk2bJoAsXry4SvvGhmogb0zLli2r3GQA0r17d3FxcRFAOnXqJK+88oqI6H5cr7S5QmRkpDz55JNia2src+bMkd9++01iYmLk4sWLsnXrVpk/f74AMnv27Gv6ubK1bNlSUlNTDXL9UVFR8swzzwhwTYmeqVOnSocOHSQuLk4yMjKkc+fO19X/3//+1yDa6xPFxcWyY8eOOj/z/gqZmZkSHBwsISEhkpOTc0MDWeltCoDRwCvAZMCp8jWbymjk81e13wUsuer5x8DrwBLgk6t81cNAChADbAU+qDSjDtfTcadbTZhEJ3RDzOuBlUDPyv3dgaPAQWBH5RvQo/K1zlcZQgcgsvJxa2AL8Fnlcw8gGugCpFXuaw7EA2NuokmCgoJq7Y60urhSYDwhIcHQUqSiokI8PDzk7bffviYsr2IYLly4IEFBQRISEiKXLl2q8lp2draMHTtWFEURMzMzfbmeuXPnSmZmphw6dEhefvllAfQG9MEHH5RHHnnkmn6Cg4Pl/fffly+++EKcnJzqXMpHbaEayOuTlZUlgKxfv14WLFggkydPlqZNm0rfvn1l3rx54ubmJkCVm8+BAwcKIPn5+TJ48GB9pHLlypXy/fffy1NPPSVGRkYCiKWlpbi4uMjMmTMlLy9PVq9eLV27dpUPP/xQpkyZIj/88MM1htRQvPbaa9KyZUvJy8ursn/r1q3yzDPPiIeHhwQEBMi5c+fk5MmTAsi4ceNkxowZEhQUZCDV9QOtViuhoaE1WjC8JrhSOWDHjh03M5APANrK4NhXlT5pLbrI4nB0o65Nr2r/OPCH/OWTAgGTyudX9psAc4A4YAjwAvA1EASMuJ6OO92q2zw2r7z4X4HFwBOVZq8JsAH4vrJdk0qDueuq474BpgMvA8sq9xsBM4AM+SvamFr5OBBdPqQlUA543kRXnYni3SlFRUWyY8eOawxCbfPrr79WuVvu2rWrlJaWGlSTyl+1I3fu3CnHjh2rEl2vqKiQH3/8Ue67777rRogAWbZsmb69q6urfPnllzfsp3v37jJ37twav6a6imogq3Lu3DkpLCyU/fv3CyDfffediIh8+eWX4unpKV5eXvLZZ5/Jhx9+KID873//0x9bVFQkK1askLKyMpk7d64sXrxYVq9eLSNHjrwmqng73zN1xUAWFxeLnZ2drFu3Tr/vSuSpb9++Mnfu3CoLBZw8eVK9Ib9NkpKS5MCBA/X2t1yj0dzMQL6KLgI5tvK5IxBauf8JIKZy/5XI4uyrjKIZMBPYC6y5KuBmDbwHbLten9WxVVsZH0W3IO4kwEdEev/ttSbochsfQPcOliiKsgQ4qiiKlYhcUhTldeBzwBhYUNlOqyjKRmCZoihDAHPgsKIoZuiGre8BcoEzQMnN9NW3NaavYGFhgbe3NxEREQwaNMggpX3S0tKuWcc6NjaW/Px8HBwcal2Pyl8oikK7du1wdnYmOTmZAwcO0K5dOxRFYfz48Zw8eVLf9q677mLw4MH07duXsWPHUl5ejrW1NfDXLMKrZ8UCJCYm4u7uzvHjx4mKimLLli21eXkqdZRz587h5ORE9+7dOXHiBFZWVqxatYpHHnmEkpISzM3NOXPmDK1bt2bUqFE4OTkxduxY/fEWFhZMnjyZyMhIRo4cSefOnWnTpg0BAQHs3r2biooKRo0axapVqzAzM7ulnldeeYVBgwbV4BXfHk2aNKFbt278+eef+n3m5uYYGxvz7rvvMmTIkCrt1ZJnt0deXh5//vknAwYMqLe/5bf47XZAF3XcpyiKiYhkKoqSgi64Zg6k/62965V9IqJRFOXHyv0K8FPlYwugJXCqeq7gWqrtf0J0lvcpYImiKJMURflCUZRXFUWxBErRvRFFVx0Sjy5y2LXy+DMiMkFExopIHICiKEYiUgTsQRfGHYoukdQE+BldTuUjwBF0k2kaJE5OTjg6OupLDtUmq1evxs3NDVdXV3Jycqrcfajmse5gYmJCx44dGTJkCGVlZZw4cQIPDw9MTEyYMGECDg4OZGdns2/fPl544QWmTZtGeXm5/ngRQavVVqlHt2zZMjp06EBkZCQbNmygT58+uLu7G+LyVOoQZWVlTJkyBYDi4mIqKiooLCzUfx907tyZ33//nZycHFq1aoWVlRVTp07V//CXlpYSGxvLwYMHsbW1ZejQobRt2xZFUfDy8uLkyZNER0fz22+/3XbZqg8//PAfldKpCZydnTlz5oz+uYWFBXfddRcREREGVFV/qaioICIigi5dumBl1WB/5iPQmT03ESlXFMUO8AGigKZAZqUfqqhs3x2IBL1PuiQiX4nIChG5WNnGAmgFPKsoyj5FUdYqivKuoig9qkt0dRcSb4kuCdQUXeJmf6A3unDreXTT1KMqL1ijKEo2umHpI5URTNBFICsqDekVtgAjK8/1UaWpLFIU5Xd0E3I2oMsRaLB06dKF/fv3c+bMGZydnWut3+3bt9O/f3/27dunFrutBzRp0gQfHx9KSkq4++67efLJJ+nSpQtNmjRh586dlJaWYmFhwUcffUSPHj346aef8Pb2xsjICG9vb3744QeGDx9OaWkps2fPBqB79+489NBDPPfccwa+OhVDc+7cOTp16oRWq9U/B10k3NHREYDBgwdjbm5OaWkpp0//VZq3uLiY5ORkTp8+jbOzM0OGDMHc3PyaPur7TYqzszPR0dFV9nXs2JHk5GQDKarfxMXFYWNjUyfqPdYgm4BBwIeKouwBegLn0M221gLzgfbAKUVRHkY3xL376hMoimLMVakc6Ixns8pjo9H5J3/gLHC8OkRXt4FMAsYCvUXkD0VRXNC9AT3RRRx7Ab9WDk2bo3uDbCuPVUREiy4qCeiGsCsf7gbuRvcGNrmqv93ozKnRVa67QWJiYoKfnx9HjhzBzs4OS0vLWum3sLCQvn37quaxnuHv74+/vz+5ubkkJiZy6dIl+vXrh6urK2ZmZjzwwANMmzaNoUOHEh4ejpubG59++ilDhgyhZcuWV/JymDlzJmlpaaSkpKjFjhs5Wq2WNm3a6M0j6IYWQbeK1htvvAGAmZkZVlZWlJaWotVqKSgoICkpibNnz+Li4mLQ1b5qAycnJ3777bdr9tfXoVdDcv78ec6fP8/gwYP5K8bU8BARURRlETAR8APSgNmV6X2bgRHAOkVRTqAzgRvQjbzqfdJV0ckrNEM3MrtHRGLQ5UhWK9X9F30WnWE8rSiKqehWhvkd6Aj8BvRXFMWrsm2/yv7TKp/L308GutxKETmPbhg7vvJ8V9gN2IvIjddfa0DY2dnh4eFBZGQkVQO0NUfbtm35448/aqUvlerH1taWnj170rdvXwoLC9m7dy9xcXGYmpqyceNGfHx8uO+++8jJyWHQoEGsWrWKLVu28P777wO61Zp++uknXFxc6Nq1q4GvRsWQGBkZ8eWXX9KiRQvs7e3p0eOvkbAOHTrQunVr/fPJkyfTtWtX2rdvz8GDBzE3N2fo0KF06dKlQZtH0Bntv5udmJgYXF1dDaSoflJSUkJ0dDR+fn51clnf6kZE0kVksYhMFpFXReRS5X5BF0X8Gl0a4BIRuTISezOao/NYv9+i3T+mWpcyVBRlFrpZ06+ISJCiKA7ojOMmdFPS16Ab3t6JLlIZJSIv1fQyPXV1FaB/gogQFhaGo6NjjSdgnzlzhkGDBpGUlHTdL0WV6kOr1dZKhKKoqIikpCQyMjJwdnamZcuW3H333Wi1WjZt2kSXLl0oLy8nPDyc3bt38+GHH6LRaHjqqadYvnx5jeury6hLGeqoqKjgnnvuYe9eXUBDURQefvhhNm7cCOhuOv78809yc3Nxd3enffv2jcIAXOGpp54iMzOTH3/UzWs4fvw4PXv2JD4+/oZLL6pURUQ4cuQItra2Deo9u9VShndwnluaGkVRpqArC5QKnEZXSzIB2CoiKf9WA1S/gWwBvIYuBHuo8t8zwDwRya00lC8Bd1W+vk5EzlabgBvrajAGEnS5RPv378ff3x87O7sa66Nz585YWFgwZcoUFixYUCP9qMCsWbOIjIzk6NGjtdZnSUkJp06dIjU1FTs7O5YvX86mTZt49NFHmTZtGn379kVRFC5evMipU6fo2bNno09jUA2k7nth5MiRHDhwgGeeeQYRYfny5djZ2REREcHZs2cpKirCw8MDFxeXRvc3U15ejpubG88++6x+ze8+ffrg5OSkN5Qqt+bUqVOkp6fTv3//BjX0X10G8g76swU8AS90vssVXc3t/1XH+as1B1JELiqK8hLwJOCNblWZnSKSW/l6Froq6yr/gqtL+wwcOLBG7u61Wi0lJSVYW1uTlpZGeno6bdu2rfZ+GjsRERF89dVXgC5yY29vXyv9NmnSBC8vLzw9PUlJSWHKlCk88MAD7Nmzh6FDh+Lk5ERYWBitW7emRYsWtaJJpW4THR1Njx49qKioYMWKFTz22GMUFBRQUFCAv78/x44dIyAgAGdn5wb1o38n/Pzzz2RmZjJ9+nT9vnPnzvH4448bTlQ9Iy8vj5MnTzY482gIKr3Xscqt2qn2/x0RKROR5SIyS0RWVuZBqlQzzs7OODo61lg+ZGhoKBcuXCAuLo5Vq1Y1qGGEusSsWbP0jyMjI2u1b61Wy7p16ygtLcXW1pbt27fj7u7OmjVrGDp0KNnZDbqwgcpNKCsr00+QWb58OV27diUxMZGKigpatmxJUVERsbGxHD16lGeffZYWLVowaNAg2rZt26h/9D///HOmTJlC8+bN9fvc3NxITU01nKh6hEaj4ejRo3Tt2lVfo1al7lLds7BVapGuXbsSFhZGQkJCtRq84uJiZsyYweTJkxk4cCArVqwgPf3vdUwbLjExMZw6dYpx48bVaD8ajYbMzEyWLl3KunXrCA4OZtiwYTXa5xWeeuopOnXqxNy5c6vsf/PNNxERpk2bRnp6OtnZ2bRv3x4nJ6c6OxyZlZXF/Pnz8fHx4ZlnnjG0nHrPnj17WLNmDZs3b+a5557j22+/JS8vj4SEBBYuXEjz5s3RaDQkJyczYcIETE1Nq0yoaaxs2LCB0NBQli1bVmV/eXm5mj9+G2i1Wo4dO4aTk1NDL9nTYKjWHMi6SkPLgbya0tJSDhw4QJcuXW676O7NKCwspEePHiQkJJCent5gPshnz54lOzubLl263LLtrFmz+Oqrr1iyZAnPP/98tWnYtWsX8fHxpKWlERUVxcmTJ6moqCA6Opp169axcuVKEhIS2LBhA61ateLee++ttr5TUlLQaDQUFxeze/duXnlFl0liamrKgQMHMDU1xdLSEi8vL/0xWq2WCxcukJqaSm5uLm3atKFdu3bY2NhUm65/S3R0NHfffTeZmZn07duXQ4cO1VhfjSEHUkQwMjLSF8NWFIVHHnkENzc3fHx8CA4OZvfu3fqVVhrq9+qdEhcXR69evXj77bf1uY+gi+Ta2tqyYcOGGr8hre/Exsbq0yEaquGu7RzIGqem1kisSxt1YI3UmiQnJ0cCAwOrrLH6T8nIyBBAlixZUg3Kah+tViu//PKLFBUVVdk/bNgwAWTx4sXXXXt2+fLlkpKSIrm5udK/f38BRFEUiY6O/teaMjMz5bHHHhMTExPx8vKSkSNHymuvvSYrVqzQr3F+6dIlcXR0lNGjR+vX9X3iiSfknnvuka1bt/6r/isqKqRVq1b683bq1Emef/55iYuLk9TU1Ns6R2FhocTHx8uOHTskODhYTp48KZcvX/5Xuv4NWq1WZsyYob8mRVGqrD9cEzSWtbAVRZGOHTvKrFmzZMOGDbJu3ToZNWqUWFlZSbNmzSQ8PFxiY2Pl+++/N7RUg6PVamXLli3i6Ogo48ePF61WW+X1o0ePCiAXLlwwkML6QWpqquzZs+e21j2vz3CDtbDr62ZwAbVykQ3cQIqIpKeny+7du6WkpORfnee3334TRVEkJiammpTVLuvXrxdAhg8fLqdOndLvf+ONNwQQW1tb8fHxkeDgYP1rFy9eFEDs7e3F1dVVzM3NRVEUAWTYsGH/Ss/y5cvFyMhI3N3d5ciRIzdte/z4cRk1apT0799fRo4cKb169ZLp06eLkZGRTJ48WRYtWiQbNmyQn3/+WY4fP35dI3w1BQUF0qdPH7G2thZjY2NZt26dnDlz5l9dT0VFhVy8eFGio6Nlx44dEhQUJAkJCZKfn/+vznunnDlzRm8ef/jhB8nKyqrxPhuygdRqtZKVlSWRkZGyevVqWbp0qUycOFGWLl2qf58bw/fordBqtXLixAnZuHGjLF26VPz9/cXU1FRefvll0Wg017S/cOGCWFpayhdffGEAtfWDS5cuSWBgYK1/hxgC1UDWw62xfPHFxcXJoUOHpKKi4h8dn5WVJba2tvLKK69Us7LaQavVSufOnaVDhw7Ss2dP6dGjh1RUVIhWq5VNmzYJIHFxcTJ16lRRFEUeffRRyc3NlaysrCo/koA4OjrK7NmzJSIi4h9pKS4uljfeeEOMjY3lrbfeuqXZuxk7duyQ8ePHS48ePaR169ZiZWWl1+jv7y9jxoyRuXPnyiuvvCI//vijvP/++zJ16lRxd3eXtm3bypYtW/61cbweV0zHiRMnZOfOnbJv3z75448/JC8v75pITE2QkpIixcXFNd7PFRqagdRqtZKZmSkxMTH6m4F9+/ZJmzZt5NNPP63yeTAxMRFAdu7caWjZBkGr1crGjRulY8eO+s+em5ubzJo1S5KSkm567JdffilGRkby2GOPSVRUVC0prh8UFRXJzp075dy5c4aWUiuoBrIebo3FQGq1Wjl8+PA/jh6ePXtWzMzM6u3QlEajES8vLwHk66+/FisrK/Hx8REPDw/9D2FycrKIiISFhYmHh4c0adJEunTpon+9efPmsn79+htGcnfu3CkLFy68qY69e/eKh4eHODo6yg8//FDt1ykicv78efnmm29k0aJF8uyzz8qoUaNkyJAhYmJiIu7u7jJ16lT56KOPasQ4Xg+tViuXLl2S2NhY2bVrl+zdu1fi4+MlKyvrH9/Q1DUagoHUaDRy7tw5fQT57+kI06dPr5IWcOXx1ekCjckEFRcXy+bNm2XIkCFiamoqr7zyiv475E4ICgrSp8b4+vrK3LlzJS0trQYU1x/Ky8tl//79cvLkSUNLqTUamoFUJ9E0MMrKyggJCcHDw4N27drd8fFz5szh8OHDHDtWI2Wjqg0RQavVXjMzODMzkxYtWrBnzx7s7e3ZsWMHVlZWDBkyhPbt21eZAFJUVERQUBDff/89GzduxNfXl08++QQ/Pz9EhGbNml3T75Xk7r//PZWVlVFaWsrLL7/MihUr+L//+z8++OCDGiv0fiMqKiowMjIyaBK6iJCbm8vZs2fJzMyksLAQe3t7HB0dcXBwoFmzZvUySb4+TqKpqKggOzubrKwsMjMzyc/Px87OjhYtWuDk5ISVlZW+rYhgZWVFcXExAN7e3sydO5fp06czadIkNm7cyIMPPsjKlSuxtbU11CXdMSJCQkICe/bswcrKihkzZlR5XaPREBMTQ3l5Oa+//jpmZma0atUKrVbLL7/8QmlpKQ899BAvvPDCbU3Cuxnx8fFs2rSJ3377jdjYWNatW8fEiRP/1TnrIyJCVFQUFRUV9OjRo15+H/wTGtokGrWMTwPD1NSUXr16cejQIZo2bXpHhanLy8tJS0urF8uOffbZZ8ybN48LFy5UKXS9bNkyXF1d9QXWfX19b3gOS0tLRo8ejYODAxs3bsTLy4s33niD0NBQTE1NSU9PZ+jQoXz22WcMHTqUoqK/lh49f/48rVq1QqPR8N5777Fo0SK0Wi3t2rVj7969DBkypEav/0bUhVI7iqJgZ2enN88ajUZvYNLS0tBoNDRv3lxvKK2trRvND0hNo9Vqyc3N1b/fOTk52NjY4ODgQOfOnbG3t7/h30hMTAzFxcVYWbtFJqkAACAASURBVFlRWFhIeXk5/fv3B3SlfQDmzZtXr8xjRETENSWGRIQ+ffoQEhLCoUOHOHDgABkZGYCuvu7EiRO5cOEC5eXlfPLJJzz44IM0bdq0WvR4eXnx7rvvMmbMGHr27MkXX3zRKA3kqVOnyMvLo3///upnvx6jGsgGSNOmTfH19eXYsWMMGDAACwuL2zpuyZIlbN++Xb/GbV2mVatWAAwfPpyoqCh98eK4uDhGjBhxRya4d+/efPzxx6xbt474+HhAF1G80sewYcO45557iImJwdjYmJYtW+Lp6YmdnR1nz56ladOmLFiwAGdnZ6ZOnYqlpWU1X239xszMDCcnJ32ZqeLiYr3BSUxMRERwcHDA3t6eZs2a0axZszphhOsDGo2GvLw88vLyuHTpEllZWVhaWuLg4IC7uzvNmze/5WehsLBQX7TZ1NSU0tJSACZMmIC7uztff/01lpaWbNiwgZ49e9b4NVUnY8aM0T9u2rQpAwYMYN68eRQUFAAwYsQIHn/8caZOncrXX3/N2LFj8ff3r3FdX375JQMHDuSXX36p8b7qGhcvXiQxMZEBAwZgYqJakPqM+r/XQGnZsiVubm4cPXqUfv363fIHOT8/X//4iy++oF+/fpibm9e0zH/MlRqJJ06coGfPnrRo0YKBAwcSFBTE/Pnz7+hciqLw0ksvUVxczFtvvQXA4sWLCQkJ4ZdffqFfv37cddddeiPZokULvvvuO2xtbWnTpg09evSoV1EZQ2NhYUHbtm1p27YtIkJhYSFZWVnk5OSQlpZGQUEBlpaWNGvWDFtbW72prA+R8ZpCRCgpKdGbxdzcXPLy8igrK9O/P23atMHHx+eOP7eff/45oLtRuvrmceHChdxzzz1MmzYNgIcffrj6LqiWSEhIoKKiAgsLC/r168dvv/2Gg4MDtra2dO3ala1bt2JiYoKxsTEffvhhrekqLi7G3t6+2iKb9YXCwkIiIyPp0aOHeqPdAFBzIBswIkJERASKouDr63vToYJ58+bx3//+V/98xYoVzJw5szZk/mMGDx7M/v37AejYsSM2NjZ07tyZzz777B8ZuuTkZBYvXswTTzyhrqxhQLRaLfn5+XqzdGUzNzfXmyUbGxusrKywtLSstShGbeRAighlZWUUFhZSVFRU5fqv5OVebaytrKz+9RCgj48PMTEx/Pjjjzz55JMoisJHH32Eubk5kydPblBLE2ZkZLBhwwaSk5NZs2YNNjY25OXlsXbtWnx9fUlPT6dFixZ4e3tX6w2LiBAZGUlISAgZGRkEBwejKAoRERHV1kddp6ysjIMHD+Lq6oqrq6uh5RiEhpYDqRrIBk55eTmHDh2iTZs2eHh43LDdyy+/zIYNG1AUhaFDh/LBBx/g7Oxci0rvnPT0dHr06MGDDz7IF198YWg5KjWIiFBQUKA3U/n5+RQVFVFcXIyxsTGWlpY33KprOLy6DGRZWRlFRUXX3QoLCzEyMtJrt7Gx0ZvFJk2aVFu+mIjoz+Xk5MTgwYMZMWIEjz32GADh4eH06tWrWvqqqxw/fpywsDCee+45/T4TExPKy8tp0aIF06ZN44UXXsDR0fGW5xIRgoODiY6OJj8/H29vb7p160ZiYiJvv/02586d4/Tp03h5eeHq6krbtm157rnn6NSpU01eYp1BRDh69Cjm5uZ069at0eY9qgayHtKYDSToZhuHhITg7e19w+UOz58/T7t27dBoNACEhYUREBBQmzKroNVqbxr50Gg0dOvWjRYtWhAYGFhlNqlK40FEKC0tvaEhKy4uxtTUFHNzc0xNTTE1NcXExAQzM7MbPr+R4dy3bx9Dhw69pv/y8nLKysooLy9Ho9FQVlam3/6+r7S0FK1We0Oza2VlVeND9efPn6dbt27cf//9rFy5kokTJ3Ls2DFOnTqFiYkJrq6uhIeH13oFAUNQVFTEww8/zJgxYxg1ahROTk5cunSJzZs3s3TpUrKzs4mIiKBt27Y3Pc/bb7/Nu+++y1133YW1tTW///67Ps9y0KBB3HvvvTz44IP/qDJGQyAuLo7s7Gz69u3boCLad4pqIOshjd1AAuTm5nL48GF69Ohxwzvq3NxcLl++zIgRI/Dy8mLt2rUGMWa//fYbo0ePJicnp8pQ9BVTmZOTw7Jly1i8eDEpKSl3NNNcpXFxJXfw78buZltFRcV1z1VYWHjdz4OJiYnefN5qMzc3x8zMzKARmE2bNjFp0iTc3d1JSkrC19eXqKgoTE1NKSsr48yZMze80WxMaDQaevbsyfDhw/nkk09u2nbcuHEUFhaye/duQPddlZycDICnp2eNa63LJCYmkp6eTr9+/TAzMzO0HIPS0AykwQtR1sZGIykkfisyMzMlMDBQsrOzb9ouMDBQnJycpF27dvL444/Lm2++KYmJiTWiae7cufL8889X2Tdz5kwBqqwCk5CQIN27d5eOHTuKsbGxfl1rFZXaoiEUEhcRmTBhggByzz33iIjI//73P5kwYYIsWrRIgForPl8fWL58uTRv3vy6yxSWl5frH+/cuVOMjIzk4sWLtSmvzpOamiq7d++WoqIiQ0upE9DACok33lhyI8TBwQEfHx/Cw8O5fPnyDduNHDmSDRs2kJaWxvr161m+fDmenp762dwdOnS4YZTmTlm9ejWffvopzz//PFqtFvjrjn3btm2Ul5ezZs0aOnXqRFJSEvb29vznP//hwoULvPjii9WiQUWlMVBYWMj69ev1M62tra358ccfadOmDT/++COjR48Gri2S35iZNGkSly9fZt++fVX2P/jgg1hbWxMSEgLo8im1Wu1tl0xrDJw9e5Y//viDgIAA9X1pqBjawdbGhhqBrEJaWprs2rVLCgsLb9imuLj4mvWhr2yjR4+uNi3r16/Xn/ftt9+WxMREmTNnTpX+zM3N5bnnnqu2PlVU/gn1PQK5Zs0aAcTU1PSaz3RQUJCMHj1afH19a2Ud8/qEs7OzLFu2TP9cq9VWee+0Wq0cOnRIABk6dKgsXrxYLly4oG+7cOFC6d27t7z11luN5r29cOGCBAYGSk5OjqGl1CloYBFIgwuolYtUDeQ1JCYmyt69e2+45rOIiK+vrwBiZmYmVlZW8vzzz8vevXur9UtQo9FI69atq3wht23bVh577DEJCQmRr7/+Wh0WUqkT1GcDmZWVJSYmJgKIiYmJPg0EkC5dukjz5s2lU6dOEhYWdtPvhMbImDFjxMzMTObNmye5ubkiInLkyBF58MEHZcyYMfq13qOiomTWrFni4uIipqamMmHCBJk8ebKYmZnJs88+KxYWFjJlyhTJy8sz5OXUONnZ2RIYGCiZmZmGllLnUA1kPdxUA3l94uLiZP/+/dfN7xHR5R3ef//94uXldcu8yX9KcHCwANKzZ09JT0+XEydONJq7dJX6RX02kO+9954AMm7cOJkyZUqVGzYnJycBZNmyZTJ+/HgBZNGiRYaWXGfQarWyZcsWcXNzE09PT4mNjb1p+/Lycvnll19kypQpMmTIENmzZ4+I6Eynq6urTJgwoTZkG4T8/HzZsWOHnDt3ztBS6iQNzUCqs7AbMSLCiRMnKCgowN/f/7rlS3x8fBgxYgQfffRRtfat1Wr56quvmDdvHmPHjmXdunWNfoaeSt2mNgqJ1xRTp05lw4YNABgZGenzjY2NjXF0dOT8+fNV2gcHBzNo0KDallmnyc/P57HHHiMkJITw8PCb1tW9EYsXL2bZsmWkpqZWv0ADU1RUxKFDh+jcufMtyx41VhraLGx1Ek0jRlEUvL29MTMzIyIiQv+jcjVjxozhhx9+qLZJM1f4/PPPefHFF1myZAkbN25UzaOKSg3y4Ycf8v777/PFF1/QpUsXunXrxo4dO6ioqNBPWuvevTtjxowhIyNDNY/XwcbGhi1btuDn50fHjh31JXtul+LiYj755BOmT59eQwoNR2lpKWFhYbi7u6vmsRGhRiBVqKioIDw8HAsLC3x8fKrUqMvMzKRFixaEhobSp0+fauuzd+/e9OvXjyVLllTbOVVUapL6HIEESEpK4v777yc+Pl6/z9PTk8TERB566CE2b95sQHX1h9zcXOzs7Lj//vvZunUriqKQmprKihUrsLS0xNPTkyFDhtCyZUsASkpKCA8PJzAwkI8//pjs7OwGVaS9rKyM0NBQWrZsSefOnQ0tp07T0CKQtbOIrEqdxtjYmF69ehEWFkZ8fDx33XWX/rUrK9M88cQTTJkyhby8PHr37s348ePvqI/S0lJ69+5NkyZNGD9+PMePH+e9996r1utQUVG5Ma+++iqFhYX659OmTSM7O5vExER++OEHJk6cyLhx4wyosH5ga2tLZGQkAQEB9O3bl4CAAH7++WdMTU2xs7Pjs88+Q6PR8PTTT5Oens5vv/1GQUEBbm5uvPjiiw3KPFZUVHD06FHs7OwazbKMKn+hRiBV9Gg0Gg4dOkTbtm3x9PQkJSWFYcOGcerUqSrtfHx8iIqKuqNzl5aW0qRJE0C3csf8+fN59913q027ikpNUx8jkOnp6Tz++OMEBQXp97m5uRESEsJHH33Eli1b8PX1JTAwkNGjR/PLL78YUG394uTJkyxdupTU1FRcXFxYuHAhzZs3p6KiglWrVrFy5Uo6dOjAfffdx5gxY2jatKmhJVcrWq2WY8eOYWxsjJ+fX6Nd3/pOaGgRSNVAqlShuLiYQ4cO0aFDB3799VcWLFjAsWPHCAkJITc3Fx8fHwYPHnxH65lGRkYyadIk0tPTWbNmDRMmTFBzHlXqHfXNQIoIQ4cOJTg4GICuXbvi5+fH22+/jampKc7OzgD8+OOPPPDAA/pjVFRuhYgQFRWlH1lqzOtb3wkNzUCqQ9gqVbCwsCAgIIDQ0FB8fX3Jy8tDURRmzJhxTdvk5GTat29/3dnboMuN+fjjj3nnnXcYP348hw8fVtetVlGpJbZv317FPEZGRmJiovvKv7LqDOgmhwQFBXHgwAGD6FSpX4gIMTExFBYWEhAQoJrHRowagVS5LgUFBYSFhfHdd9/RvXt35s6dC+i+PBRFIT09HRcXFyZNmsT3339/zfHx8fFMnTqVlJQUli5dyiOPPKIOcajUa+pbBNLMzIyysjJAN5HD3NwcgJycHFq0aMFHH31Efn4+b731lvrZVLkttFotkZGR+sjjlRsSldujoUUg1VsHletibW1Nv379GDlyJNHR0Xh5eaEoCkZGRuTn52NtbQ3Axo0b2bNnT5Vjd+/eTUBAAK1btyY+Pp7JkyerP1AqKrXMFfOYk5OjN48A5eXllJeX88ILL/DOO+9QWlpqKIkq9YiKigqOHTtGeXk5/v7+qnlUUQ2kyo2xtLSkX79++Pn54evrC8C9996LtbU1dnZ2vPPOOwDMnz9fH7F8/fXXGTVqFLNmzWL79u20atXKkJegotKomTp1Kra2tlX2OTo60q1bN/3zLl26MG/evNqWplKPKC8vJzw8HEVR6NWr1w3TllQaF+oQtspNOXv2LJ06dWLZsmW0atUKf39//WzCgoKCa2YWdu3alXnz5jFt2jRDyFUBLly4wEMPPURSUhITJ07k1VdfxdHR0dCy6j31bQg7MTERd3f36+ao/ec//+H555+vsk/9jlS5HmVlZYSHh2NpaYmPj4+a8/gvaGhD2KqBVLkpIkLz5s3RaDS88cYbGBkZ8eKLL6IoCsePH8ff359vvvkGBwcHevXqRfPmzQ0tudGSlJTEunXr8PX1rVLPb9y4cfz0008GVNYwqG8G8mZ0796d+++/n9mzZ+Pl5YW9vT0JCQmGlqVSx9BoNBw+fBhbW1u8vb3VVKR/SUMzkOqthMpNURSFl156icLCQt5++21KSko4evQoFy9eZOzYsTz88MNMnjyZkSNHqubRgEyfPh1PT08WLlyon/B0hR07dnDp0iUDKVOpa+Tk5BAdHc23336Lo6MjmZmZDBkyxNCy9JSWlrJgwQLy8/MNLaVRU1JSQmhoKM2bN1fNo8p1UQ2kyi15+eWX+eCDDygpKWHRokXs37+fFStW0LJlS1avXq0OaRiQ8vJyEhMT+eabbwC4++67SUtLA8Dd3Z2goCDatWvHm2++aUiZKnWIK6tLXfk7ARg1apSh5FQhISGBe++9l/fff5/Fixdz9OhR1UgagCv1gFu3bs1dd92lmkeV66L+8qvcEmNjY1599VVEhNjYWC5evEiHDh1YsmQJpqamhpbXaNFqtbi5udGhQwcAhg0bVsUoJicnY2NjwyuvvMLGjRspLy83lFSVOoJWq2X27NkATJkyhYyMDESkSl3I2kZE2Lx5M126dKF79+4UFBTg7e3NokWL6N27N82aNWP48OGqkawlCgsLOXToEO3bt6dTp06qeVS5IWoOpMo/QqvVEh0dTWFhIf7+/qqRrEU0Gg2PPPIIv/76a5USLDY2NmRmZvLzzz/z0EMPAbqJTsXFxbRu3ZrvvvtOv1/lzmkIOZDh4eH4+/vz66+/cu+99xpMR2JiIsuXL6e4uJiMjAx2797NxIkTue+++3jggQdQFIWzZ8/SpEkT4uPjGT9+PAsXLmTmzJkG09wYuHz5MmFhYXTo0AFXV1dDy2lwNLQcSNVAqvxjRIQTJ06Qm5tLQECAujxhLXHmzBnatGmjfz5nzhz9EpGrV6/mwoULvPnmm4wbN4777ruP8vJyTE1N6dy5M/Hx8YBu6PvYsWP06NFDNf+3SX03kFqtln79+lFSUkJkZKRBtVhbW1NYWKh//v333zNp0qQbtp89ezYREREcPny4NuQ1SvLy8jh8+DBeXl64uLgYWk6DpKEZSHUIW+UfoygK3t7eODg4cOjQIUpKSgwtqVHg7OxMdHQ0lpaWgC5v7IknnsDFxYWVK1fSqlUrvv76a+677z5Al4Lg5uZG+/bt9ed48skn6dOnDy+99JJ+X25uLr/88gsFBQU37T83N5eff/6ZXbt26YtVq9R9ysvLOXz4MFFRUcTExBhUi4WFBePGjaOiogKNRnNT8wgwY8YMjhw5QkhISC0pbFxkZ2dz+PBhvL29VfOoctuoBlLlX6EoCl5eXjg7O3Pw4EE1T6mW6NatGz/++CMPPfQQzs7OnDp1iu3bt+vLsiQlJQGwZ88ejI2NOXXqlH747+LFi6xdu5bRo0eza9cuwsPDsbe3x97enjFjxvD000+zd+/eG5Z1eeihhxg7diyjRo1SC1DXI6Kjo/WPDTkio9FoyMrK4vLlyxgZGd0yAl5SUsKFCxcYMmQI9957L5cvX64lpY2Dc+fOER4eTvfu3XFycjK0HJV6hGogVf41iqLQsWNHOnbsSGhoKBcuXDC0pEbByJEj2bx5M19//TXbt28nJiaGtLQ0LC0tGTx4MLt27QLQT5IYM2YM+fn5BAYGYmNjw5w5c0hKSmLu3Ln07NmToKAg1q9fz/r16xk+fDidO3fm9ddfB2D//v3s27cPgPT0dJYtW8ZXX33Fxo0bKS4uNth7oHJ7lJaWcs899zBu3Di0Wi0+Pj4G0xIeHg5wW5O6RAQ/Pz9GjhyJoigUFBRw9uzZmpbYKBAR/vzzT06cOIG/vz8tW7Y0tCSVeoa6mKVKteHi4oKVlRXHjh3D09MTNzc3dQZfLdOmTRuee+45pk+fzj333KM3fd27d6dHjx763Lc5c+YwaNAgTExMOHLkCNu3b2fQoEGcOnVKf66PP/6YBQsWYGFhoTeS//d//8eff/5JmzZt6NSpE9nZ2Zw+fZrTp0/zxRdf4OHhwdtvv33NCkUqhiUtLY2cnBxef/11g38m9+/fD8DatWtvq31ubi6APiJ+4MABOnbsWCPaGgsVFRXExMSQn5/PgAEDsLCwMLQklfqIiDT4TXeZKrVFQUGB7Nu3T6Kjo6WiosLQchoce/bskW3btolWq62yPzk5WZycnERRFOnQoYNMnjxZNm3aJIAYGRlJQECAGBkZiZWVlWRlZYmIyOeffy4jR46U4uJiERHRarVibm4ugCQlJQkggGzYsEFmzJghffv2lQ8//FC0Wq3k5OSIvb29NG3aVN8OkMTExFp/T2qDbdu2GVrCP2bPnj0CyLlz50RE5PTp05Kenl7rOoKCggSQ8ePHX/P3eyNSUlLEy8tLhgwZIseOHVO/U/4lJSUlEhISIuHh4VJWVmZoOY2KSi9icE9UXZvBBdTKRaoGstbRaDQSFhYmhw4dktLSUkPLaTCcOXNGb9SMjY3F3t5eWrduLePHj5fXX39dABkzZowsX75cEhMTpby8XN8+KSlJUlNTJSMj46Z9eHp6CiCXL1+Wffv2SWxs7A3bJiUlyTPPPCOAvPbaa1JSUlLdl1xnqM8GMiMjQwDZu3evLF68WADx9fWtdR1PP/20APLEE0/c9jFXtNfn97+ukJeXJ7t375a4uLjbNvAq1UdDM5BqDqRKjWBqaoq/vz82NjaEhITccmavyu1hYqLLOnFzc6OiokKfz3by5Ek++ugjALZv387TTz/NL7/8os8z27hxI+7u7rRr1w5nZ+eb9jFnzhzefPNNrK2tGTJkCF26dLlhW3d3d7p37w7oJkeYm5tXx2WqVCMVFRU4OTnRt29fhg0bpp95/84779S6ljfeeAPgjtZmr6ioAMDLy6tGNDUWLly4QGhoKJ06dcLLy8vgqQwq9R+1DqRKjZOamkpCQgJ+fn44OjoaWk69Z926dURFRaEoCqtWrcLDw4P33nuPwYMHs3fvXr799luaNm3KihUraNKkCSJSoz8W5eXlPPXUU6xevZrc3FyaNWtWY30ZkvpaB3LAgAFoNBqys7NJTEzk7rvvZs6cOQYrJL569WoWLlxYZSnFm3H27FmcnZ05efKkftUlldtHRDh16hSJiYn06tULe3t7Q0tqtDS0OpDqJBqVGqd9+/ZYWVkRERFBp06dqtQjVLlzHn30UR599FEAXnrpJV599VXuv/9+HnnkEdauXauv/3iFmo40KIpCYWEhnTp1wsbGpkb7UrkzcnNzOXjwoP75iy++yOLFiw2oCCIjI7nrrrtuu31ycjKKotC8efMaVNUw0Wq1xMbGcunSJQYMGKCvHauiUh2oQ9gqtYKjoyP9+vUjKSmJ33//HTUiXD20bt2atWvXMm/ePNatW8f58+drXUNsbCwbN24kISGBjz/+uNb7V7kxIkKrVq30z3fs2GFANTrCwsLo37//bbcPDg7Gz89PNZB3iEaj4fDhwxQXF9O/f3/VPKpUO6qBVKk1rK2tGTBgAHl5eYSHh6urmFQjCQkJ+Pr6sn37dl588cVaXRWoW7du7N27F4CFCxei0WhqrW+Vm2NnZ8crr7wC6Eo81QUDaWdnx9KlS8nIyLit9tnZ2VhZWdWwqoZFQUEBISEhNGvWjN69e6vLlarUCKqBVKlVzMzMCAgIwMLCgoMHD1JUVGRoSQ2CKVOmEBkZycyZM1myZIl+JZraoDKvB4DCwkK8vb25dOlSrfWvcnPmzJnDiBEjGD58OG3btjW0HLZu3YqLiwtTp069rZvII0eO0K9fv1pQ1jDIzMzk0KFDeHh40KVLF3WyjEqNoRpIlVrHyMgIb29v2rVrR0hICBcvXjS0pHpPXl4eAKNGjSIlJeWmM6drggEDBnDq1CmysrI4efIk3t7etdq/yrVER0fToUMHvvrqK/bs2cNjjz1maEkA2NrasmnTJuLj4xk8eLB+lvWNOHHiRK3/PddHRITk5GQiIiLw8/NTc81VahzVQKoYBEVRcHd3x8/Pj6ioKOLi4tBqtYaWVa9ITEzUR/5+/fVXAAIDA/H19a11LWZmZri6umJiYoKrq6u6pm4d4MiRIyQmJrJjxw6aN29+R3mHNU379u359ttvCQ0NvWm0OiYmhuLiYjV/7xaUlpYSHh5ORkYG/fv3V6tdqNQKqoFUMSiOjo4MGjSI/Px8Dh06pA5p3yabN2+mQ4cOrFq1irNnz2JrawvA0qVL9fmIhuDAgQOkpKTo8+5UDMfUqVPZunUr3bt3x9PTEyMjI9LS0jh69KihpQG6WpD+/v43NTuBgYHcddddjBkzphaV1S+ysrLYv38/TZs2pX///mq+qEqtoZbxUTE45ubm+Pv7k5yczIEDB+jWrZsawboF3333HQAzZ84EdAW99+zZw7Bhwwwpi8zMTAD1/68OYGVlxdixYwkLC8PU1JTCwkLat2+Po6OjwdNGSkpK+OGHH/jyyy9vmKN3+fJl/vOf/zBnzpxaVlc/EBFOnjxJamoq3bt3p2XLloaWpNLIUA2kSp1AURQ8PDxo3rw5x48fJzMzky5dumBsbGxoaXWSP/74A4AZM2bwwAMPMHjwYIOvAiMiNGnSBNANqanUDfz9/Vm8eDHW1tYAvPrqqwZWBGlpaeTn5zNgwIAbtvn5558pKyvjhRdeqEVl9YPi4mIiIiJQFIWBAwdiYWFhaEkqjRB1CFulTmFnZ8egQYPQaDSEhIRw+fJlQ0uqk2zdupUFCxYQFBTEqFGjGDVqFP/9738ZOnQomzdvNpimKVOm4OzsjI+Pj0E0qFxLampqledPP/20YYRcxZUlOW+U91xSUsLKlSsZOXKkao7+xvnz5zlw4ACOjo706dNHfX9UDIa6lKFKnURESEtL448//sDLywsXFxe1HMV1EBHCwsJYv349gYGBpKen07lzZ+Lj42tNw9GjR+nUqRMPP/wwly9fZt++fQaPhtYE9XEpw3Xr1jFt2jTmz59PVlYWs2bNqhPm/vTp07Rr147k5GTc3Nyuef2bb75h+vTpJCQk0LFjRwMorHtotVri4+M5e/asWli9nqIuZaiiUgsoikL79u2xt7fn+PHjZGVl4e3trRbE/RuKotC3b1/69u0LwPbt27n//vt55513GDVqFD179qzR/qOioujduzcADg4OhISENEjzWJ8oKChg6dKlODk5MWPGDD777DNmz55taFlVCAsLw8jIiKZNm1739aioKIyM+HWEUwAAHVZJREFUjNS1ryspLCzk+PHjNGnShEGDBmFmZmZoSSoqagRSpe5TXl7O77//TlZWFj169NDPOFa5Pk888QRr1qwBdLlSV/ISa4Lp06ezfft2vvjiC4YNG4aDg0ON9WVo6ksEctiwYezbtw8AS0tLvv/++zqlu7CwkFatWjFv3jzefffd67a5Mtqgfm9DRkYGsbGxdOzYEVdXV3Ukph7T0CKQag6kSp3HxMQEHx8fOnXqxOHDh0lOTlZ/WG7CihUrABgzZky1mkeNRkNSUhJnzpzh999/Z968eXz33Xe8//77TJw4sUGbx/rElSUCmzZtSlFREQsXLjSwor8QEd544w0sLS1vOpln0aJFAI16RaPy8nKioqJISEggICAANzc31Tyq1ClUA6lSb2jTpg0DBgwgIyODo0eP1up6z/UJExMTPv74Y0JDQ1m9ejXl5eX/+Fz5+fl89tlnDB06FFtbWzw9PWnTpg1du3bl6NGjrFixgieffLIa1av8W+Li4tBoNPqbhy+//NLAiv7i448/5ssvv+Tbb7+9YXHw3bt3ExgYSNeuXWnWrFktK6wb5OXlERISglarZeDAgeqoi0qdRDWQKvUKKysr+vfvT9OmTQkODub06dNqNPI6PPvss8yYMYMXXniBoUOHkp+ff0fHiwibNm3Cw8ODjz76iK5du7Jp0yZSU1OJjIzk2LFjhIaGMm3aNDUqUscwNjZmwYIFFBYWEhkZWeN5sLdLeHg4r776Ku+88w4jR46s8tqiRYtQFIXWrVszYsQIysrK2LZtm362dmOhoqKC+Ph4wsLC8PT0xM/PT837VqmzqDmQKvWW3NxcoqOjMTMzo1u3buoKDNfh9OnTDB8+HHNzc77//vtr1hTeunUrM2fOJCcnB2tra5o0aUJJSQlNmjQhKyuLBQsW8Oqrr9ZoHmV9ob7kQP7xxx/07t2bzz//nMcff9zQcgAICgpi6NChAAQHBzNo0KAqrz/++OOsXbtW/zwlJaXRreWclZVFdHQ0zZo1o2vXrupnrgHS0HIgG9ftnUqDwtbWlgEDBpCcnExISAienp64ublhZKQG1q/g4uJCaGgojz/+ON7e3jzwwAM8/vjjbN++nYyMDIKCghgyZAhz5syhoKCA4uJiTE1NKSgoYNiwYbi4uBj6ElTugLKyMkaMGMHgwYN55JFHDC1HT2hoKAB79+69xjwCfP3119x3333ExcXx1ltvcfLkyUZjIMvKyoiLi+PChQt4e3vTunVrQ0tSUbkt1AikSoOgoKCAmJgYysvL8fHxabS5Uzfj4MGDvPPOO+zfv5+KigpAN9Fm7dq1ao7VbVAfIpC//vorEyZM4Ny5c9jb2xtaDgAXL15k+vTpWFhYsGXLlpu23bJlC1OnTqW4uLhRpEacPXuW2NhYWrVqhZeXlzpc3cBRI5AqKnUQa2tr+vTpw+nTpwkLC6Ndu3Z07NhRXQrxKvr378/evXsBXVFiNVLb8FizZg3333+/3jyKCGfOnMHZ2dkghqysrEy/RvP+/ftv2T44OJjBgwc3ePNYUlLCiRMnyM/Px8/PT61goFIvUX9BVBoMiqLQrl07Bg8eTEFBAcHBwWRlZRlaVp1ENY8Nj8DAQLZv385zzz0H6G4SJk+eTNu2bXnttdcMounKDPBt27YxcODAW7aPj4/Hz8+vpmUZjCsrbAUHB2Ntbc3gwYNV86hSb1EjkCoNjiZNmtCrVy/Onj1LRESEOjyk0ijYsGEDDz30kH5VohUrVrBx40aAayZP1QYiwurVq7GwsLjtoX83NzciIiJqWJlhuDrNpk+fPmqajUq9Rw1DqDRYnJycGDJkCCJCUFAQ586dM7QkFZUa4dKlSxw4cEC/rCRAq1at9I8PHDhQ65qys7OJjY2luLj4tkttPfPMM+zateu2hrvrC1qtlsTERA4ePEjLli3p37+/ah5VGgSqgVRp0JiamuLj44Ofnx9xcXEcO3ZMLUCu0iC4ukD8O++8g42NDdOmTQN0puWrr74CwMzMjGeeeaZWtcXGxrJkyRLs7Ozw9PS8bQPp5+fH1KlT9ZO76goiQnp6+h3XnM3NzSUkJITMzEwGDBiAh4eHmj6i0mBQ/5JVGgUODg4MHjwYKysrgoODSUxM1M9EVlGpT5SUlPDSSy9hY2PDmTNnANi+fTsJCQmcOXMGEWHu3Lns3r0b0BXw7tatW61q3LZtGx988AE5OTl8++23d2SaVq1axezZs/WlpeoCa9aswcXFhREjRtyWiSwtLSUmJobDhw/j5uZGQECAWqdWpcGhlvFRaXRcvnyZ+Ph48vPz6dy5s8FmqKrUL+pCGR+tVounpyenTp0CYPr06UyaNInRo0dTWloKwKOPPsr69esRERYsWKBfV7o2KSsrw97eHgcHB1JSUu74+MuXL2NjY0NoaCh9+vSpAYW3T1ZWFl27duX8+fMARERE4Ovrq3991apVfPrpp3Ts2JG5c+fi4OBAeno6bdu2pUOHDpiZmRlKukodo6GV8VEjkCqNjqZNm9K7d2+6d+9OUlISISEhXLp0ydCyVFRuiz59+mBjY0OrVq346aefGD58OI6OjjRt2hSAdevW6aNkGRkZBtFoampKu3btSE1NJS8v746Pb9q0Ka6urgbPhYyOjqZHjx60bNmSbdu2AdCrVy86duzI/PnzmTBhAk899RQPPvggHh4eJCUlsW7dOmxtbenSpYtqHlUaNOosbJVGi4ODAwMHDiQjI4OIiAhsbW3x8vLC2tra0NJUVK5Bq9WyefNm7OzsyM/PZ9OmTfzxxx+88MILbN++nW7dujFw4ECOHz/Otm3baNmyZa0PXQOkpqayevVqUlJSmDx58j+eMDJz5kzmz5+vj6TWJikpKaSnpzNx4kT8/f1Zv349VlZW5OTkEBwczJ9//slPP/1E69at2bhxIxUVFWRnZ7NkyRISEhLw9fUlICCgVjWrqNQ26hC2igpQUVFBcnIyycnJtGnTho4dO6rRA5UqGHoIe968efz3v//FwsKC4uJiAHJycigpKdHPuNZoNOTm5tKiRQuD6fzss8+YO3cu7u7uHD9+/F+tcrRt2zYmTJjA+vXra3RpRq1Wy4cffshTTz3Ftm3bmD59OgD9+vUjMDBQH929msuXL7Nz505ycnLYtWsXnTt3JiAggK5du6pLgKpcl4Y2hK1GIFVUAGNjYzp06EC7du1ISEhg3759eHp64urqqq5mo1In8PLyAsDV1ZX4+Hh69eqFtbV1FYNmZmZmUPMIMHr0aObPn8/QoUPRarX/6lxjx45l4cKFTJ06FX9/f9zc3KpJZVWSkpJYsGAB4eHhhIaG8tprrzFlyhRcXFyumfxSWlpKQkICZ8+e1ZfnCQwMVPOoVRodag6kispVmJub061bN/r168elS5cICgrSz2xVUTEkTz75JKWlpWRnZ/Puu+9y5MgRTEzqXgzA3d2dn3/+mZUrV/LDDz/86/NNnz4d7f+3d+9BUd13H8ffCyhyUS57AUEuItSiIUoQFRWJ1apN0k6IpolOpO2TkcRcihljm+gjY0we06YxtWqMaUyf2JqnE4tJMWZE8VKjogYFag1EyiCrIsjCykVxF3b3PH8oWw1iRBYW2O9rhln2nN1zviu7ns/+zvn9fjYbmzZtckB17bW0tKBWq4HrvdnnzZtHZmYmsbGxt4RHq9VKaWkp+/fvR1EUNBoNu3btwtvbW8KjcEkSIIW4jbaONmPHjrW3MhiNRmeXJVzUsWPHiIuLw8vLi+rqajIzMykpKXF2WR1qm7YwNja2y9sKCgrC29ub/Pz8Lm/r21paWvD09LRPJ/jqq6+yfv16PD097Y9pGwNy37591NfXk5yczM6dOxk/fjxGo5GVK1c6vC4h+gIJkELcgVarJSUlheHDh3PixAny8/NpbGx0dlnCRbS0tLBx40YefvhhRo0axRdffGG/DnP06NGcOHHCyRXe3sCBAwkMDKSmpqbL21KpVPzhD3/gX//6F62trQ6o7j/c3NzsU5zq9XpWr15tX6coCjU1NXz55ZeUl5eTkJDAuHHjWLp0KRs2bECj0XD69Gni4uIcWpMQfYUESCG+g0qlIiwsjOnTp+Pv709eXh7Hjx+XFknR7dLS0nj11Vd5+eWX2bp1K7Nnz2b79u1s3rwZgEWLFjm5wo5pNBr72Ild9eijj1JXV0dhYaFDtgfQ3NzMyJEjaW1t5Z133rF3fFEUhYsXL3Lw4EFOnz5NdHQ0U6dORa1W09DQwKZNm7h06RIvvviinLoWLk0CpBB3yd3dnZiYGPu4eydOnODIkSMYDAa5RlI4XGVlJdu3b2f16tWkpKRw+vRpkpOT8fDwwMfHh4aGBj7//HNnl9mh8ePH88EHH9wy5eK90mg0+Pv7c+7cOQdUdr1ld968eZSXl/PrX/+a559/HpvNxrlz59i/fz9lZWWMHDmSadOm3TLRQEBAAC+//DJarZaMjAyH1CJEX9X7rsAWopdzd3cnKiqKyMhILly4wKlTpxgwYAAxMTEEBwdLq4RwiF27dmGxWPjlL3/Zrjezj48PQ4YMYciQIU6q7s6am5vZunUrAIcOHWLatGld3qanpyeXL1/u8nYA3nvvPXJzcykqKuK+++5Dr9dTVlaGr68v999/PxqNpsPP8euvv87bb79NYWEhDz74oEPqEaIvkgApxD1yc3MjPDycsLAwqqqqOHPmDCUlJcTExBAaGtqp+X+FaGOxWNi4caO917HNZsPNzc0eIi0WS68fWsrb2xuA5cuXOyxkPf7442zcuJGnn376nj9bVquVZ599ls2bN/PHP/4RLy8vcnNzCQgIIDExkYCAgA6f29jYyLZt2/joo4/w8PDotiGFhOgrJEAK0UUqlYqQkBCGDh2KwWCgtLSUb775hpiYGMLCwnr9wV70LllZWWRkZDB9+nTmzJlDYmIiNTU1bN68mRkzZvSZ99N9992H2Wx2WIv80qVL2bx5M9u2bePJJ59EUZROb/v9998nJyeHnJwcbDYbTU1N9qkhv63tdPawYcPIy8vjnXfewcPDg3nz5rFhwwYZLFy4PJmJRohuYDQaKS0tpaGhgREjRhAZGdkrx+zrS9o+w83NzQDtBnjubt09E42iKOTm5jJr1iz7Mq1W65CezM7w29/+ljVr1lBeXu6Q6UEVRWHWrFlUVFTg5+dHXV0dmZmZxMXFUVlZyaVLl1i4cOFtn2uz2Vi7di0lJSXMnDmT733ve0RHR9/yHmpqaiIrK4sjR46Ql5dHSUkJGo2Guro6IiIieOWVV/jFL34hM1SJe9bfZqKRAClEN2poaODf//43BoOB4cOHExUVJQege3Dw4EHmzp2LWq3G3d2dsrIyTCZTj15v2p0Bsq1Tx6effmpf5unpydGjR4mPj++WfXY3o9GIWq3mb3/7G3Pnzu3y9pqamr7zms+9e/eyb98+VqxYgZeXFwDV1dVs2bKF0NBQLBYLDz/8MFqt9pbn7dixg0cffRS1Ws3UqVOZNGkSkydPZsKECVitVvnyJxyivwVI+VQI0Y38/PwYN24cV65coaysjL179zJ06FAiIiIICAiQDjd3ITs7mw8++IDa2loA+219ff0dr1nrSz755BP27NlDQUEB165dw8fHhzFjxji7rC4JDAzkkUceYceOHQ4JkIMHD+a5555j48aNbNmyhSVLltjfC22eeuopqqurOXDgAOnp6dhsNgYOHIher+fHP/6xfTrIm9lsNnbs2IGiKJw9e7Zda6mERyFuT67yF6IH+Pr6MnbsWKZPn46vry8FBQX84x//oLy83OGDI/c3J0+e5IsvvgD+Ex7379/fb8LjM888Q1paGvPnzyc+Pp5Jkyb1+fDY5mc/+xlZWVkO6z397rvv0tzcTFpaGhUVFSxcuJAFCxbY1w8YMID58+fzwgsvUF1dzdatWzEYDLz55pu3DY/btm1j9OjR/OUvf2HZsmUOOdUuhKtwmVPYNptNWntEr6EoCrW1tVRUVGAwGKRV8g5qa2tZvnw5p06d4tixY8yYMYPc3Nwer6O7TmG7ubkRFxfH/v377XMy9xetra3odDpWrVrFiy++2KnnXr16tcPrXOvr64mLi+PChQv87ne/Y9asWeTl5eHj48OgQYOor69n4cKFPPTQQ/YvHzezWCx89NFHPPPMMyxZsoSXXnqJoUOH3tNrFOJutLa2MnDgwH51CttlWiCLi4udXYIQdiqVCq1WS2JiorRKfgeNRsP7779vH0vwqaeecnJFjtM2NM+pU6fQaDSkpqaybt069u7dy5/+9Ce8vLz48MMPnVzlvRswYADLli0jMzMTk8l0189bv349vr6+aDQaMjMz262vqanBbDbz0ksvMWrUKOrr6/nRj37EE088wdy5c1EUhfDwcNauXdvuuVarlYSEBNLT0/n973/PW2+9JeFRdCur1crx48edXYbDuUwL5L59+wgLCyMmJsbZ5QhxW9IqeWeff/45P/nJT/jhD3/Inj17enz/3dECuXLlSl577bU7PubTTz8lNTXVofvtSQaDAZ1Ox+zZswkPD8fb2xuLxcK6des6fF8/8MADt0xb2NDQgNlsts+vXVFRweXLlwkLCyMiIqJTA6r/5je/Yfny5ZSVlTF8+PAuvz4h7sRms5Gfn4+7uzuJiYn9qgXSZQJkc3Mzhw8fJiYmhsjISGeXJMQdmc1mzp07h16vx93dncjISIYNG8aAAQOcXZpTWK1W1qxZQ2BgIN///veZMmVKj9fQHQEyPT2dkpISsrOz8fb2Zvfu3eTk5NDa2sr48eN56KGHGDZsmEP36QybNm0iOzubAwcOYDabAUhNTeWVV14hLi7O3mMaoLy8nBEjRtjvJyQkMHLkSOD6YOJqtZqIiAhCQ0M7PSZmY2Mjfn5+BAYGUldX54BXJkTHFEWhsLAQs9nMhAkTcHd3lwDZ17QN43PlyhUOHz7M/fffT0hIiLPLEuI73dwqWVNTQ0hICKGhoWg0Gpea6eb8+fOEh4c79cDfHQHyww8/ZPHixXz22WfMmDHDodvujcrKylAUBZPJRFpaGkVFRYSGhpKdnU1CQgLwn7+1n58fY8aMYfHixQDo9XoeeeQRoqOj72nfBoOByZMnc/XqVbZs2eIS/97CeRRF4euvv8ZoNDJp0iQ8PDz63TA+LhUg4frF10ePHiUhIQGdTufkyoS4eyaTiQsXLlBZWUlzczPBwcGEhISg1Wr7fZi02Wz21iZndYjrjgBpsVj4+c9/TlZWFrt37yYlJaXDx7a0tDBhwgRWrFjBY4895tA6nEFRFAwGA6mpqbS0tPDCCy/wxBNPYDAYqKyspLa2Fj8/PyIiIggJCenycDrp6ekcOXKEY8eOMXjwYAe9CiFur7S0lAsXLjBlyhT72L/9LUD276PObfj7+5OYmMjJkycdNrSEED1h0KBBREdHk5KSQkpKCoMHD+bMmTPk5ORQUFBAdXU1VqvV2WV2Czc3Nz7++GOSkpKcXYpDeXh4oCgKZrOZ9957r916q9Vq73yya9cuioqKMBgMPV1mt1CpVOh0Ot566y0mTpxIeXk5O3fupLKykpCQEGbOnElycjLh4eEOGYtRo9FgMpkkPIpuV1FRgV6vJykpqV9PHOFyARKu/0cSHx/P8ePHaWpqcnY5QnSat7c30dHRTJ06lWnTpuHn50dZWRm7d+/m5MmTVFVV9bswOX/+fPLy8vpdh6KDBw+Snp7On//853brFi9ejL+/P/n5+fZenM8++yz79u3r6TIdymw2o9frOXr0KPX19SxYsIAf/OAHLFq0iJMnTxIeHt7lA6+iKOj1evv91NRUysvLOXjwYFfLF6JDlZWVnDlzhqSkpFuu7e2PXO4U9s3Onz9PcXExSUlJnerFJ0Rvde3aNaqqqqiqqqK+vp6goCBCQkLQ6XQyo0YXdccp7KamJlJSUtDpdPz973+noqKCnJwctm/fjlqtJjs7+7bPq6qqIjg42KG1dDez2UxVVRUXL17k8uXL6HQ6+3uzrXNYW4D86quvury/devWkZGRwYgRI/jpT3/KG2+8QVBQELGxsWRkZDBnzpwu70OIm128eJFTp06RlJSEn59fu/X97RS2Sx9RwsLCAMjLy2PixIn4+/s7uSIhusbLy4uoqCiioqIwmUxUV1dTUVFBYWGh/YAdFBQkYbKXWLNmjX24mo5aK6ZNm8aBAwcA2LJlCwsWLOgzrbAmk8keGtu+0ERGRjJ+/Ph278HGxkY+++wzFi5c2OX9VlZWsnbtWoYPH87jjz/Om2++SVRUFFu3bmX27NkcOnQIV2g8ET3n/PnzfP3110ycOPG24bE/cvmjSFhYGO7u7hw9epQJEyYQGBjo7JKEcIhBgwYRGRlJZGQkZrOZ6upqzp07R2FhIf7+/mg0GrRaLQEBAf2+E05vNXTo0LZWCfuyVatWMWfOHK5cuYKPjw+jR4/m0KFDTJ06ldjY2F4dHltbW6mrq8NgMFBbW2vv7BUVFYVOp7vjsDuffPIJJpOJJUuWdKmGEydOkJiYCMCvfvUrKisrgeuntEtLSxk7dixubm5cvHjRPhpHcXExO3fu5LHHHrvnXt7CdZ09e5bS0lImT57sUtfYuvQp7JtdunSJgoICxo0bh1ar7aHKhOh5FosFo9GIwWDAYDBw5coVAgMD0Wq1aDQa/P39e3VIcZbumspw3bp1vPvuu/zzn/9k0KBBHT7OYrH0upZjq9VKXV0dtbW11NbW0tjYSEBAwC3vpbv5ctLY2Eh4eDgNDQ0cPnyYyZMn33NNBoOBtLQ0fH19ycrKAiAiIoIxY8awY8cOAKKiorh06RJFRUVER0czc+ZMcnNzSU5O5ssvv7znfQvXU1ZWxtmzZ5k0aVKHU2+2kVPY/VRQUBCJiYnk5+cTHx/f564vEuJueXh4oNPp7MNYtbS02ANAYWEhJpMJtVptDwGDBw92yUBps9l6pGVWrVZjNBrx9PS84+N6Q3i02WzU19fbWxgvX77MkCFD0Gq1xMbGEhgY2OnBva9du8acOXNoaGgA6PLwalqtll27dgHw9ttvs2rVKvR6PUaj0f6YzMxM/vrXvzJq1Cg8PDy4du0aycnJlJaW9tjfXfRtiqJw5swZ+1A9/b3DzO1IC+S3GI1GvvrqKxlsXLgsk8lEbW2tvYXSZrPZw6RGo/nOb9l9XUtLC+Hh4cTGxtqvPYTua4EsKSlh1KhRFBcX89xzz9Hc3Nxr5s1VFIXGxkZ7YKyrq8PHx8d++UNgYGCXZ0datGgRmzZtst9fu3YtGRkZXS0dq9VKSEgIkZGRrFy5klmzZvHkk0+yZ88eioqKCA4O5sCBA7S0tODh4UF8fDyhoaEUFBQQHx/f5f2L/ktRFIqLi6mpqSEpKemOZw5u1t9aIF0lQFYAEc6uQwghhBAuS68oSqSzi3AUlwiQQgghhBDCceRCDyGEEEII0SkSIIUQQgghRKdIgBRCCCGEEJ0iAVIIIYQQQnSKBEghhBBCCNEpEiCFEOJbVCrVAJVKtUGlUhlv/KxXqVQeN9ZFqVSq4yqV6rxKpVrg7FqFEMIZJEAKIUR7/w1MAUbf+EkGlt1YtwpYemP58yqVytspFQohhBNJgBRCiPb+C3hDUZQqRVGqgP8Bnr6xzp3r08C23fabmSWEEOJuOX9yVSGE6EVUKlUAMAwoumlxERCuUqn8gNeA/wOCgRWKolzt+SqFEMK5JEAKIcStfG/c1t+0rO33wYqifAM80LMlCSFE7yKnsIUQ4lZXbtz63bSs7femHq5FCCF6JQmQQghxE0VRLgMXgLE3LR4LnFcUpcE5VQkhRO8iAVIIIdr7X2C5SqUKVqlUwVzvgb3ZyTUJIUSvIddACiFEe68DaqDkxv2PgdXOK0cIIXoXlaIozq5BCCGEEEL0IXIKWwghhBBCdIoESCGEEEII0SkSIIUQQgghRKdIgBRCCCGEEJ0iAVIIIYQQQnSKBEghhBBCCNEpEiCFEEIIIUSnSIAUQgghhBCdIgFSCCGEEEJ0igRIIYQQQgjRKf8P86K8Z7XrowgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%run -i '../scripts/roi_plot.py'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
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